Consensus-Based Distributed Control with Communication Time Delays for Virtual. Synchronous Generators in Isolate Microgrid.

Size: px
Start display at page:

Download "Consensus-Based Distributed Control with Communication Time Delays for Virtual. Synchronous Generators in Isolate Microgrid."

Transcription

1 Eergy ad Power Egieerig, 2017, 9, ISSN Olie: ISSN Prit: X Cosesus-Based Distributed Cotrol with Commuicatio Time Delays for Virtual Sychroous Geerators i Isolate Microgrid Laiju Che 1,2, Yuyag Wag 1, Tiawe Zheg 1,2, Zhequa Su 3 1 State Key Laboratory of Power System, Departmet of Electrical Egieerig, Tsighua Uiversity, Beijig, Chia 2 Key Laboratory of Photovoltaic Power Geeratio ad Grid-coected Techology (Qighai Electrical Power Research Istitute, Qighai Electric Power Corporatio, Xiig, Chia) 3 Shaaxi Regioal Electric Power Desig ad Research Istitute, Xi a, Chia How to cite this paper: Che, L.J., Wag, Y.Y., Zheg, T.W. ad Su, Z.Q. (2017) Cosesus-Based Distributed Cotrol with Commuicatio Time Delays for Virtual Sychroous Geerators i Isolate Microgrid. Eergy ad Power Egieerig, 9, Received: Jauary 21, 2017 Accepted: March 30, 2017 Published: April 6, 2017 Abstract A cosesus-based distributed cotrol method of coordiated VSGs with commuicatio time delays i isolate microgrid is proposed. Whe time delays are cosidered i commuicatio, there are some effects o frequecy restoratio ad active power output allocatio. I the cotrol structure, oly local iformatio exchage is eeded, while the fial frequecy ca be cotrolled to the omial value ad the VSGs ca automatically share loads accordig to their rated values. A AC microgrid with three VSGs ad some loads is implemeted. The proposed cotrol strategy is verified by MATLAB/ Simulik simulatio results. Keywords Virtual Sychroous Geerator, Time Delays, Distributed Cotrol, Cosesus Algorithm 1. Itroductio Microgrids are active clusters of distributed geerators (DG), eergy storages ad loads [1] [2]. More ad more power electroic iterfaced DGs are curretly beig istalled i microgrid. However, these DGs caot provide requisite iertia ad dampig support. Owig to the isufficiet of iertia ad dampig, serious problems may arise, such as frequecy fluctuatio [3] [4]. Therefore, virtual sychroous geerator (VSG) is proposed to solve those problems metioed before. Geerally, VSG is based o sychroous geerator trasiet model to imitate its operatig characteristics [5] [6]. VSGs ca provide DOI: /epe B013 April 6, 2017

2 sufficiet iertia ad dampig, so they are gradually applied i microgrids. I practice, it is ecessary for VSGs to cooperate to meet high power requiremet of the power supply system [7]. I [8], the mathematic model of VSG is proposed ad droop cotrol strategy is desiged to share power betwee VSGs. Sice VSGs essetially have droop characteristics, the cotrol of existig microgrid with VSGs actually belogs to the decetralized cotrol [9]. However, as the capacity of VSGs icrease, it becomes difficult to coordiate all the VSGs to achieve a commo purpose by decetralized cotrol [10]. Compared with the decetralized cotrol, the distributed cotrol ca achieve global maagemet through exchagig iformatio betwee eighbor VSGs [11]. Recetly, the cosesus-based distributed cotrol scheme for microgrids has bee itroduced to address complex distributed commuicatio problems [12] [13]. This scheme ca help system frequecy restorig ad active power sharig accordig to each VSG s omial ratigs. Nevertheless, whe iformatio is exchaged betwee coected VSGs through commuicatio, time delays from both message trasmissio ad processig should be cosidered [14]. I [15], average cosesus problem for udirected etworks of dyamic agets havig commuicatio delays is studied. I [16], a ovel agreemet framework for multiple agets evolvig o a directed iformatio graph with o-uiform delays is proposed. However, up to ow, few works cocetrate o the distributed cotrol with time delays of coordiated VSGs. Therefore, i this paper, a cosesus-based distributed cotrol method cosiderig commuicatio time delays of coordiated VSGs i isolate is desiged. With ode-to-ode distributed commuicatio, the proposed cotrol method oly eeds several iformatio exchaged betwee eighbors ad the compute is ot complex. I additio, the model with time delays has more practical value for egieerig applicatio. The rest of this paper is orgaized as follows. I Sectio II, the model of VSG is implemeted ad the coordiated cotrol structure of VSGs is formed. Furthermore, cosesus algorithm with time delays will be preseted. I Sectio III, the cosesus-based cotrol with time delays of coordiated VSGs is proposed. I Sectio IV, some simulatios are realized to show the results of coordiated VSGs with differet time delays. Fially, coclusio is summarized i sectio V. 2. Prelimiaries 2.1. Cotrol of VSGs I geeral, VSG cosists of a three phase legs ad a three-phase LCL filter. The typical topology of VSG is show i Figure 1. I Figure 1, U d, L, C ad R are DC voltage, the filter iductace, capacitor ad resistace, respectively. u 0 = (u a, u b, u c ) T ad 0 i = (i a, i b, i c ) T are output three-phase voltage ad curret, which ca be used to compute active ad reactive power. The traditioal droop cotrol strategy is geerally employed i VSGs. 103

3 Figure 1. Topology of VSG. The active power-frequecy cotroller is show i Figure 2 ad the active power-frequecy droop cotrol characteristics of VSG are show graphically i Figure 3. It is show i Figure 2 that P* ad P are rated active power ad actual value. J is the imagiary momet of iertia, which ca provide VSG with iertia i dyamic process. D is dampig coefficiet, which is used as feedback gai. ω 0, ω ad θ are rated agular frequecy, actual agular frequecy ad agle. I Figure 3, f a is omial frequecy, P a is omial active power output. Firstly the operatio ode is A. Whe load power icreases to P b, the operatio ode moves from A to B, ad correspodig frequecy is f b. As we ca see from Figure 3, there exist frequecy deviatios for the chage of active power output, which should be compesated. I order to solve this problem, the coordiated cotrol structure of VSGs is proposed, as show i Figure 4. It ca be see from Figure 4 that the coordiated cotrol structure of VSGs is performed at two levels. Active power-frequecy droop cotrol is implemeted for primary level. At the secod level, the distributed cotrol is utilized to exchage iformatio betwee eighbor VSGs, thus achievig frequecy restoratio ad reasoably active power sharig Cosesus Algorithm Based o Graphs Theory The cosesus algorithm is beefit for distributed cooperative cotrol of VSGs. Cosider a udirected graph, the adjacecy matrix A represets the coectio coditio of commuicatio topology. Because the odes are mutually coected, A is a symmetric matrix. Meawhile, the degree matrix D, is a diagoal matrix, where the degree of vertex stads for the umber of coected VSGs. The Laplacia matrix L of a udirected graph is the defied as L= D A (1) Whe the commuicatio topology is satisfied with the demad of a spaig tree, which meas each ode ca reach every ode by acertai way, the L is positive semi-defiite with oe zero eigevalue [17]. The cosesus algorithm ca be described as x = γ l ( x x ) (2) i ij i j j= 1 where x i, x j are cotrol variables of VSG i ad VSG j, is the umber of VSGs, γ is 104

4 Figure 2. Active power-frequecy droop cotroller. Figure 3. Active power-frequecy droop cotrol characteristic. Figure 4. Coordiated cotrol structure of VSGs. called the diffusio costat ad l ij is the elemet of L. If time delays are take ito cosideratio, formula (2) is modified as ( ) ( ) x = γ l x t τ x t τ (3) i ij i i j j j= 1 I the simplest case of τ i = τ j = τ, it meas that trasmissio ad processig time delays of all VSGs are equal. Whe the system meets the demad of a spaig tree ad time delays are i a certai rage, all VSGs may globally reach a average-cosesus as described below 1 lim x ( t) = lim x ( t) = x (0) (4) t + i j k t + k = 1 105

5 I a word, cosesus algorithm ca be used to reach active power output agreemet amog VSGs. 3. Cosesus-Based Distributed Cotrol Performace 3.1. Cosesus-Based Distributed Cotrol Accordig to the coordiated cotrol structure of VSGs ad the cosesus algorithm, the cotrol method is depicted as follows Jωω + D ( ω ω) = P P p (5) set reg i 0 i pi, i 0 i i i p k p P P p l ( ) (6) reg reg reg = set reg + pi j p, i i i i i ij j 1 D = pi, Dp, j set reg where P i ad P i are rated active power ad actual value of VSG i ad p i is the regulated value of active power, the subscript i is the serial umber of VSGs. D p,i, D p,j are the dampig coefficiet of VSG i ad VSG. j k p,i is the frequecy restoratio coefficiet of VSGi. J i is the imagiary momet of iertia, ω 0 is rated agular frequecy. Neighbor VSGs will exchage the iformatio to achieve cosesus. Fially, accordig to the cosesus algorithm, whe the Dp,1 Dp,2 Dp, = =... = (7) P P P set set set 1 2 P P P = = = (8) P P P set set set 1 2 Accordig to (8), the active power output of each VSGs are determied by their rated active power [10] Cosesus-Based Distributed Cotrol with Time Delays I practice, trasmissio ad processig time delays should be cosidered. Whe time delays are itroduced, the cotrol method ca be described as reg ( t τ ) pj ( t τ j) reg p reg set reg i i kp, i p i = Pi Pi pi + l ij (9) j= 1 Dpi, D p, j I accordace with (5) ad (9), the cotrol block diagram for each VSG is show i Figure 5. As is show i Figure 5, there are three mai sectios, icludig droop uit, restoratio uit ad cosesus uit. Droop uit ad restoratio uit ca coduct primary frequecy regulatio ad secod frequecy regulatio. Cosesus uit exchages active power regulatio iformatio betwee eighbor VSGs. Time delays, which geerally exist i commuicatio, are maily cosidered. Thus the cosesus-based distributed cotrol with time delays for VSGs is comprehesively built. 106

6 set P i P i + - Cosesus Uit Restoratio Uit 1 k pi, + s + reg - i p D pi, p 1 reg ( t τ ) pj ( t τ j) reg i i lij j= 1 Dpi, Dp, j ( J i ω ω 0 ) i 1 s + s + Droop Uit ω 0 θ i Figure 5. Cofiguratio of VSGs cosesus-based distributed cotrol with time delays. 4. Simulatio Aalysis A AC microgrid with three VSGs ad oe aggregate load was implemeted to test the effectiveess of the cosesus-based distributed cotrol formulatio (5) ad (9) preseted i Sectio III. set set set The mai parameters of simulatio are that P 1 = 10 kw, P 2 = 20 kw, P 3 = 30 kw, D p1 = 1000 kw/rad s 1, D p2 = 2000 kw/rad s 1, D p3 = 3000 kw/rad s 1, k p1 = k p2 = k p3 = 4 s ad J 1 = J 2 = J 3 = kg m 2. Figure 6 shows the commuicatio topology. It ca be see from Figure 6 that VSG 1 ca commuicate with VSG 2, while VSG 2 ad VSG 3 have commuicatio liks. At 0 s, three VSGs will provide eergy to the commo load, whose power cosumptio is 60 kw. Differet value of time delays are cosidered, icludig τ = 0, it represets o time delay, τ = 0.1 s, τ = 0.2 s, τ = 0.3 s ad τ = 0.5 s. Simulatio results of system frequecy are show i Figure 7 with differet time delays. As is show i Figures 7(a)-(c), for the icrease of load, the system frequecy declies ad it takes about 1s for frequecy to restore to 50 Hz. However, whe time delays are chose to be 0.3 s ad 0.5 s, show i Figure 7(d), Figure 7(e), the frequecy oscillates ad the system is ustable. Simulatio results of active power output are also show i Figure 8 with differet time delays. It ca be observed from Figure 8(a), it takes about 1s to achieve stability. Furthermore, P 1, P 2 ad P 3 are about 10 kw, 20 kw ad 30 kw, respectively. So the active power output allocatio ratio is 1:2:3, which is equal to the scale of the rated value of three VSGs. I Figure 8(b), the time delay is 0.1 s ad the active power output will quickly reach stability, too. Moreover, i Figure 8(c), whe the time delay is set to be 0.2 s, the active power output will have slight fluctuatios. With time delay beig 0.1 s or 0.2 s, the fial ratio of active power output ca maitai the settig proportio. However, if the time delay is 0.3 s or 0.5 s, as is show i Figure 8(d) ad 107

7 VSG1 VSG2 VSG3 Distributed commuicatio lik Figure 6. Commuicatio topology. 50 Frequecy/Hz (a) 50 Frequecy/Hz (b) 50 Frequecy/Hz (c) Frequecy/Hz (d) Frequecy/Hz (e) Figure 7. Waveform of frequecy, (a) τ = 0, (b) τ = 0.1 s, (c) τ = 0.2 s, (d) τ = 0.3 s, (e) τ = 0.5 s. 108

8 35 Active Power/kW P 1 P 2 P (a) Active Power/kW P 1 P 2 P 3 5 (b) Active Power/kW P 1 P 2 P 3 Active Power/kW P 1 P 2 (c) P (d) Active Power/kW P 1 P 2 (e) P 3 Figure 8. Waveform of active power, (a) τ = 0, (b) τ = 0.1 s, (c) τ = 0.2 s, (d) τ = 0.3 s, (e) τ = 0.5 s. 109

9 Figure 8(e), the system will become ustable. I a word, whe the commuicatio time delays are i a certai rage, the system ca keep stable, while the commuicatio time delays is out of this rage, the system will get ustable. Therefore it is very importat to fid a maximum boudary of time delays. Through the improvemet of commuicatio techology, time delays should be limited less tha the maximum boudary. 5. Coclusio I this paper, a cosesus-based distributed cotrol with time delays for coordiated VSGs is desiged. With ode-to-ode distributed cotrol, the commuicatio cost decreases ad the commuicatio stability icreases. Uder ideal coditio, there is o commuicatio time delays ad the system performsvery well. However, i practical egieerig, time delays caot be avoided. If the time delays are large eough, the system will ot be stable. This research ca provide useful referece for the applicatio of VSG i microgrid ad active power distributio etwork. I the future, we will research the maximum boudary of time delays, which ca maitai system stability Ackowledgemets This work was fuded by the Natioal Natural Sciece Foudatio of Chia (Grat Nos , ) ad Chia Postdoctoral Sciece Foudatio (2016M601025). Refereces [1] Wag,Z. Y., Che, B. K., Wag, J. H., et al. (2015) Coordiated Eergy Maagemet of Networked Microgridsi Distributio Systems.IEEE Trasactios o Smart Grid, 2015, 6, [2] Che, L. J., Wag,Y. Y., Yag, L. B., et al. (2016) Cosesus Cotrol Strategy with State Predictor for Virtual Sychroous Geerators i Isolated Microgrid. Power System Techology (POWERCON), 2016 IEEE Iteratioal Coferece o. IEEE, 1-5. [3] Xi, H.H.,Liu,Y., Qu, Z. H., et al. (2014) Distributed Cotrol ad Geeratio Estimatio Method for Itegratig High-Desity Photovoltaic Systems.IEEE Trasactios o Eergy Coversio, 29, [4] Xu,Y. L. ad Li,Z. C.(2015) Distributed Optimal Resource Maagemet Based o the Cosesus Algorithm i a Microgrid.IEEE Trasactios o Idustrial Electroics,62, [5] Zhog,Q. C., Weiss, G. (2011) Sychroverters: Iverters That Mimic Sychroous Geerators.IEEE Trasactios o Idustrial Electroics, 58, [6] Zheg,T. W., Che, L. J., Che, T. Y. ad Mei, S. W.(2015) Review ad Prospect of Virtual Sychroous Geerator Techologies. Automatio of Electric Power Systems, 39, [7] Dua,S. X. adli, X. C.(2013) Parallel Operatio Cotrol Techology for Distributed Modular Iverters. Publishig House of Electroics Idustry, Beijig, [8] Dig,M., Ya,X. Z. ad Su, J. Z.(2009) Cotrol Strategies of Iverters Based o Vir- 110

10 tual Sychroous Geerator i a Microgrid.Automatio of Electric Power Systems, 33, [9] Xi,H. H., Lu,Z. Liu, Y., et al. (2014) A Ceter-Free Cotrol Strategy for the Coordiatio of Multiple Photovoltaic Geerators. IEEE Trasactios o Smart Grid, 5, [10] Lu,L. Y.ad Chu, C. C.(2015) Cosesus-Based Secodary Frequecy ad Voltage Droop Cotrol of Virtual Sychroous Geerators for Isolated AC Micro-Grids. IEEE Joural o Emergig ad Selected Topics i Circuits ad Systems, 5, [11] Xi,H. H., Zhag,M., Seuss,J.,et al. (2013) A Real-Time Power Allocatio Algorithm ad Its Commuicatio Optimizatio for Geographically Dispersed Eergy Storage Systems.IEEE Trasactios o Power Systems, 28, [12] Olfati-Saber, R. ad Murray, R.M. (2004) Cosesus Problems i Networks of Agets with Switchig Topology ad Time-Delays.IEEE Trasactios o automatic cotrol, 49, [13] Cai, H. ad Hu, G. Q.(2016) Cosesus-based Distributed Noliear Hierarchical Cotrol of Ac Microgriduder Switchig Commuicatio Network.Cotrol ad Automatio (ICCA), th IEEE Iteratioal Coferece o. IEEE, [14] Re,W. adbeard, R. W.(2008) Distributed Cosesus i Multi-Vehicle Cooperative Cotrol. Spriger-Verlag, Lodo. [15] Blima,P.A. ad Ferrari-Trecate, G. (2008) Average Cosesus Problems o Networks of Agets with Delayed Commuicatios. Automatica, 44, [16] Lee, D., Spog, M. W. (2006) Agreemet with No-Uiform Iformatio Delays America Cotrol Coferece. IEEE, 6. [17] Bidram, A., Davoudi, A. ad Lewis, F.L. (2014) A Multiobjective Distributed Cotrol Framework for Isladed AC Microgrids.IEEE Trasactios o idustrial iformatics, 10, Submit or recommed ext mauscript to SCIRP ad we will provide best service for you: Acceptig pre-submissio iquiries through , Facebook, LikedI, Twitter, etc. A wide selectio of jourals (iclusive of 9 subjects, more tha 200 jourals) Providig 24-hour high-quality service User-friedly olie submissio system Fair ad swift peer-review system Efficiet typesettig ad proofreadig procedure Display of the result of dowloads ad visits, as well as the umber of cited articles Maximum dissemiatio of your research work Submit your mauscript at: Or cotact epe@scirp.org 111

Study on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm

Study on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm Joural of ad Eergy Egieerig, 05, 3, 43-437 Published Olie April 05 i SciRes. http://www.scirp.org/joural/jpee http://dx.doi.org/0.436/jpee.05.34058 Study o Coal Cosumptio Curve Fittig of the Thermal Based

More information

Live Line Measuring the Parameters of 220 kv Transmission Lines with Mutual Inductance in Hainan Power Grid

Live Line Measuring the Parameters of 220 kv Transmission Lines with Mutual Inductance in Hainan Power Grid Egieerig, 213, 5, 146-151 doi:1.4236/eg.213.51b27 Published Olie Jauary 213 (http://www.scirp.org/joural/eg) Live Lie Measurig the Parameters of 22 kv Trasmissio Lies with Mutual Iductace i Haia Power

More information

The DOA Estimation of Multiple Signals based on Weighting MUSIC Algorithm

The DOA Estimation of Multiple Signals based on Weighting MUSIC Algorithm , pp.10-106 http://dx.doi.org/10.1457/astl.016.137.19 The DOA Estimatio of ultiple Sigals based o Weightig USIC Algorithm Chagga Shu a, Yumi Liu State Key Laboratory of IPOC, Beijig Uiversity of Posts

More information

Distributed control scheme on cost optimisation under communication delays for DC microgrids

Distributed control scheme on cost optimisation under communication delays for DC microgrids IET Geeratio, Trasmissio & Distributio Research Article Distributed cotrol scheme o cost optimisatio uder commuicatio delays for DC microgrids ISSN 75-8687 Received o st November 6 Revised st Jue 7 Accepted

More information

Distributed Secondary Control and Optimal Power Sharing in Microgrids

Distributed Secondary Control and Optimal Power Sharing in Microgrids 304 IEEE/CAA JOURNAL OF AUTOMATICA SINICA, VOL., NO. 3, JULY 05 Distributed Secodary Cotrol ad Optimal Power Sharig i Microgrids Gag Che ad Eig Feg Abstract We address the cotrol problem of microgrids

More information

Information Theory Model for Radiation

Information Theory Model for Radiation Joural of Applied Mathematics ad Physics, 26, 4, 6-66 Published Olie August 26 i SciRes. http://www.scirp.org/joural/jamp http://dx.doi.org/.426/jamp.26.487 Iformatio Theory Model for Radiatio Philipp

More information

Efficient Reverse Converter Design for Five Moduli

Efficient Reverse Converter Design for Five Moduli Joural of Computatios & Modellig, vol., o., 0, 93-08 ISSN: 79-765 (prit), 79-8850 (olie) Iteratioal Scietific ress, 0 Efficiet Reverse Coverter Desig for Five Moduli Set,,,, MohammadReza Taheri, Elham

More information

Reliability model of organization management chain of South-to-North Water Diversion Project during construction period

Reliability model of organization management chain of South-to-North Water Diversion Project during construction period Water Sciece ad Egieerig, Dec. 2008, Vol. 1, No. 4, 107-113 ISSN 1674-2370, http://kkb.hhu.edu.c, e-mail: wse@hhu.edu.c Reliability model of orgaizatio maagemet chai of South-to-North Water Diversio Project

More information

Estimation of Backward Perturbation Bounds For Linear Least Squares Problem

Estimation of Backward Perturbation Bounds For Linear Least Squares Problem dvaced Sciece ad Techology Letters Vol.53 (ITS 4), pp.47-476 http://dx.doi.org/.457/astl.4.53.96 Estimatio of Bacward Perturbatio Bouds For Liear Least Squares Problem Xixiu Li School of Natural Scieces,

More information

Complex Algorithms for Lattice Adaptive IIR Notch Filter

Complex Algorithms for Lattice Adaptive IIR Notch Filter 4th Iteratioal Coferece o Sigal Processig Systems (ICSPS ) IPCSIT vol. 58 () () IACSIT Press, Sigapore DOI:.7763/IPCSIT..V58. Complex Algorithms for Lattice Adaptive IIR Notch Filter Hog Liag +, Nig Jia

More information

Intermittent demand forecasting by using Neural Network with simulated data

Intermittent demand forecasting by using Neural Network with simulated data Proceedigs of the 011 Iteratioal Coferece o Idustrial Egieerig ad Operatios Maagemet Kuala Lumpur, Malaysia, Jauary 4, 011 Itermittet demad forecastig by usig Neural Network with simulated data Nguye Khoa

More information

Design of distribution transformer loss meter considering the harmonic loss based on one side measurement method

Design of distribution transformer loss meter considering the harmonic loss based on one side measurement method 3rd Iteratioal Coferece o Machiery, Materials ad Iformatio Techology Applicatios (ICMMITA 05) Desig of distributio trasformer loss meter cosiderig the harmoic loss based o oe side measuremet method HU

More information

Research and Application of FAHP in Bidding Quotation for Petroleum Geophysical Prospecting Project

Research and Application of FAHP in Bidding Quotation for Petroleum Geophysical Prospecting Project Ope Joural of Statistics, 207, 7, 589-598 http://www.scirp.org/oural/os ISSN Olie: 26-798 ISSN Prit: 26-78X Research ad Applicatio of FAHP i Biddig Quotatio for Petroleum Geophysical Prospectig Proect

More information

An Improved Proportionate Normalized Least Mean Square Algorithm with Orthogonal Correction Factors for Echo Cancellation

An Improved Proportionate Normalized Least Mean Square Algorithm with Orthogonal Correction Factors for Echo Cancellation 202 Iteratioal Coferece o Electroics Egieerig ad Iformatics (ICEEI 202) IPCSI vol. 49 (202) (202) IACSI Press, Sigapore DOI: 0.7763/IPCSI.202.V49.33 A Improved Proportioate Normalized Least Mea Square

More information

A New Simulation Model of Rician Fading Channel Xinxin Jin 1,2,a, Yu Zhang 1,3,b, Changyong Pan 4,c

A New Simulation Model of Rician Fading Channel Xinxin Jin 1,2,a, Yu Zhang 1,3,b, Changyong Pan 4,c 6 Iteratioal Coferece o Iformatio Egieerig ad Commuicatios Techology (IECT 6 ISB: 978--6595-375-5 A ew Simulatio Model of Ricia Fadig Chael Xixi Ji,,a, Yu Zhag,3,b, Chagyog Pa 4,c Tsighua atioal Laboratory

More information

Properties of Fuzzy Length on Fuzzy Set

Properties of Fuzzy Length on Fuzzy Set Ope Access Library Joural 206, Volume 3, e3068 ISSN Olie: 2333-972 ISSN Prit: 2333-9705 Properties of Fuzzy Legth o Fuzzy Set Jehad R Kider, Jaafar Imra Mousa Departmet of Mathematics ad Computer Applicatios,

More information

Optimization Methods MIT 2.098/6.255/ Final exam

Optimization Methods MIT 2.098/6.255/ Final exam Optimizatio Methods MIT 2.098/6.255/15.093 Fial exam Date Give: December 19th, 2006 P1. [30 pts] Classify the followig statemets as true or false. All aswers must be well-justified, either through a short

More information

Estimation of Population Mean Using Co-Efficient of Variation and Median of an Auxiliary Variable

Estimation of Population Mean Using Co-Efficient of Variation and Median of an Auxiliary Variable Iteratioal Joural of Probability ad Statistics 01, 1(4: 111-118 DOI: 10.593/j.ijps.010104.04 Estimatio of Populatio Mea Usig Co-Efficiet of Variatio ad Media of a Auxiliary Variable J. Subramai *, G. Kumarapadiya

More information

As metioed earlier, directly forecastig o idividual product demads usually result i a far-off forecast that ot oly impairs the quality of subsequet ma

As metioed earlier, directly forecastig o idividual product demads usually result i a far-off forecast that ot oly impairs the quality of subsequet ma Semicoductor Product-mix Estimate with Dyamic Weightig Scheme Argo Che, Ziv Hsia ad Kyle Yag Graduate Istitute of Idustrial Egieerig, Natioal Taiwa Uiversity Roosevelt Rd. Sec. 4, Taipei, Taiwa, 6 ache@tu.edu.tw

More information

Uniform Strict Practical Stability Criteria for Impulsive Functional Differential Equations

Uniform Strict Practical Stability Criteria for Impulsive Functional Differential Equations Global Joural of Sciece Frotier Research Mathematics ad Decisio Scieces Volume 3 Issue Versio 0 Year 03 Type : Double Blid Peer Reviewed Iteratioal Research Joural Publisher: Global Jourals Ic (USA Olie

More information

A statistical method to determine sample size to estimate characteristic value of soil parameters

A statistical method to determine sample size to estimate characteristic value of soil parameters A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig

More information

Information-based Feature Selection

Information-based Feature Selection Iformatio-based Feature Selectio Farza Faria, Abbas Kazeroui, Afshi Babveyh Email: {faria,abbask,afshib}@staford.edu 1 Itroductio Feature selectio is a topic of great iterest i applicatios dealig with

More information

Modified Logistic Maps for Cryptographic Application

Modified Logistic Maps for Cryptographic Application Applied Mathematics, 25, 6, 773-782 Published Olie May 25 i SciRes. http://www.scirp.org/joural/am http://dx.doi.org/.4236/am.25.6573 Modified Logistic Maps for Cryptographic Applicatio Shahram Etemadi

More information

OBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to:

OBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to: OBJECTIVES Chapter 1 INTRODUCTION TO INSTRUMENTATION At the ed of this chapter, studets should be able to: 1. Explai the static ad dyamic characteristics of a istrumet. 2. Calculate ad aalyze the measuremet

More information

ECONOMIC OPERATION OF POWER SYSTEMS

ECONOMIC OPERATION OF POWER SYSTEMS ECOOMC OEATO OF OWE SYSTEMS TOUCTO Oe of the earliest applicatios of o-lie cetralized cotrol was to provide a cetral facility, to operate ecoomically, several geeratig plats supplyig the loads of the system.

More information

Similarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall

Similarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall Iteratioal Mathematical Forum, Vol. 9, 04, o. 3, 465-475 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/0.988/imf.04.48 Similarity Solutios to Usteady Pseudoplastic Flow Near a Movig Wall W. Robi Egieerig

More information

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series

More information

Quantum Annealing for Heisenberg Spin Chains

Quantum Annealing for Heisenberg Spin Chains LA-UR # - Quatum Aealig for Heiseberg Spi Chais G.P. Berma, V.N. Gorshkov,, ad V.I.Tsifriovich Theoretical Divisio, Los Alamos Natioal Laboratory, Los Alamos, NM Istitute of Physics, Natioal Academy of

More information

Research on Power Quality Evaluation Based on Radar Chart Method and Fuzzy Membership Degree

Research on Power Quality Evaluation Based on Radar Chart Method and Fuzzy Membership Degree Eergy ad Power Egieerig, 207, 9, 725-734 http://www.scirp.org/oural/epe ISSN Olie: 947-388 ISSN Prit: 949-243X Research o Power Quality Evaluatio Based o Radar Chart Method ad Fuzzy Membership Degree Aiqiag

More information

Reliability and Queueing

Reliability and Queueing Copyright 999 Uiversity of Califoria Reliability ad Queueig by David G. Messerschmitt Supplemetary sectio for Uderstadig Networked Applicatios: A First Course, Morga Kaufma, 999. Copyright otice: Permissio

More information

Scheduling under Uncertainty using MILP Sensitivity Analysis

Scheduling under Uncertainty using MILP Sensitivity Analysis Schedulig uder Ucertaity usig MILP Sesitivity Aalysis M. Ierapetritou ad Zheya Jia Departmet of Chemical & Biochemical Egieerig Rutgers, the State Uiversity of New Jersey Piscataway, NJ Abstract The aim

More information

A numerical Technique Finite Volume Method for Solving Diffusion 2D Problem

A numerical Technique Finite Volume Method for Solving Diffusion 2D Problem The Iteratioal Joural Of Egieerig d Sciece (IJES) Volume 4 Issue 10 Pages PP -35-41 2015 ISSN (e): 2319 1813 ISSN (p): 2319 1805 umerical Techique Fiite Volume Method for Solvig Diffusio 2D Problem 1 Mohammed

More information

Rank Modulation with Multiplicity

Rank Modulation with Multiplicity Rak Modulatio with Multiplicity Axiao (Adrew) Jiag Computer Sciece ad Eg. Dept. Texas A&M Uiversity College Statio, TX 778 ajiag@cse.tamu.edu Abstract Rak modulatio is a scheme that uses the relative order

More information

Spectral Partitioning in the Planted Partition Model

Spectral Partitioning in the Planted Partition Model Spectral Graph Theory Lecture 21 Spectral Partitioig i the Plated Partitio Model Daiel A. Spielma November 11, 2009 21.1 Itroductio I this lecture, we will perform a crude aalysis of the performace of

More information

AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC MAPS

AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC MAPS http://www.paper.edu.c Iteratioal Joural of Bifurcatio ad Chaos, Vol. 1, No. 5 () 119 15 c World Scietific Publishig Compay AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC

More information

The improvement of the volume ratio measurement method in static expansion vacuum system

The improvement of the volume ratio measurement method in static expansion vacuum system Available olie at www.sciecedirect.com Physics Procedia 32 (22 ) 492 497 8 th Iteratioal Vacuum Cogress The improvemet of the volume ratio measuremet method i static expasio vacuum system Yu Hogya*, Wag

More information

Average-consensus Problem for Networked Multi-agent Systems with Heterogeneous Time-delays

Average-consensus Problem for Networked Multi-agent Systems with Heterogeneous Time-delays Preprits of the 18th IFAC World Cogress Milao (Italy August 28 - September 2, 2011 Average-cosesus Problem for Networked Multi-aget Systems with Heterogeeous Time-delays Kazuori Sakurama Kazushi Nakao

More information

Four-dimensional Vector Matrix Determinant and Inverse

Four-dimensional Vector Matrix Determinant and Inverse I.J. Egieerig ad Maufacturig 013 30-37 Published Olie Jue 01 i MECS (http://www.mecs-press.et) DOI: 10.5815/iem.01.03.05 vailable olie at http://www.mecs-press.et/iem Four-dimesioal Vector Matrix Determiat

More information

Some inequalities for the Kirchhoff index of graphs

Some inequalities for the Kirchhoff index of graphs Malaya Joural of Matematik Vol 6 No 349-353 08 https://doiorg/06637/mjm060/0008 Some iequalities for the Kirchhoff idex of graphs Igor Milovaovic * Emia Milovaovic Marja Matejic ad Edi Glogic Abstract

More information

Resolvent Estrada Index of Cycles and Paths

Resolvent Estrada Index of Cycles and Paths SCIENTIFIC PUBLICATIONS OF THE STATE UNIVERSITY OF NOVI PAZAR SER. A: APPL. MATH. INFORM. AND MECH. vol. 8, 1 (216), 1-1. Resolvet Estrada Idex of Cycles ad Paths Bo Deg, Shouzhog Wag, Iva Gutma Abstract:

More information

Seed and Sieve of Odd Composite Numbers with Applications in Factorization of Integers

Seed and Sieve of Odd Composite Numbers with Applications in Factorization of Integers IOSR Joural of Mathematics (IOSR-JM) e-issn: 78-578, p-issn: 319-75X. Volume 1, Issue 5 Ver. VIII (Sep. - Oct.01), PP 01-07 www.iosrjourals.org Seed ad Sieve of Odd Composite Numbers with Applicatios i

More information

Hoboken, NJ, 07030, USA Published online: 20 Sep 2013.

Hoboken, NJ, 07030, USA Published online: 20 Sep 2013. This article was dowloaded by: [Yi Guo] O: 3 September 03, At: 4:03 Publisher: Taylor & Fracis Iforma Ltd Registered i Eglad ad Wales Registered Number: 07954 Registered office: Mortimer House, 37-4 Mortimer

More information

Damped Vibration of a Non-prismatic Beam with a Rotational Spring

Damped Vibration of a Non-prismatic Beam with a Rotational Spring Vibratios i Physical Systems Vol.6 (0) Damped Vibratio of a No-prismatic Beam with a Rotatioal Sprig Wojciech SOCHACK stitute of Mechaics ad Fudametals of Machiery Desig Uiversity of Techology, Czestochowa,

More information

The Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System

The Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System The Mathematical Model ad the Simulatio Modellig Algoritm of the Multitiered Mechaical System Demi Aatoliy, Kovalev Iva Dept. of Optical Digital Systems ad Techologies, The St. Petersburg Natioal Research

More information

Power Comparison of Some Goodness-of-fit Tests

Power Comparison of Some Goodness-of-fit Tests Florida Iteratioal Uiversity FIU Digital Commos FIU Electroic Theses ad Dissertatios Uiversity Graduate School 7-6-2016 Power Compariso of Some Goodess-of-fit Tests Tiayi Liu tliu019@fiu.edu DOI: 10.25148/etd.FIDC000750

More information

LOSS-MINIMIZATION CONTROL OF SCALAR- CONTROLLED INDUCTION MOTOR DRIVES

LOSS-MINIMIZATION CONTROL OF SCALAR- CONTROLLED INDUCTION MOTOR DRIVES LOSS-MINIMIZATION CONTROL OF SCALAR- CONTROLLED INDUCTION MOTOR DRIVES Hussei Sarha, Rateb Al-Issa, ad Qazem Jaber Departmet of Mechatroics Egieerig, Faculty of Egieerig Techology Al-Balqa Applied Uiversity,

More information

The Nature Diagnosability of Bubble-sort Star Graphs under the PMC Model and MM* Model

The Nature Diagnosability of Bubble-sort Star Graphs under the PMC Model and MM* Model Iteratioal Joural of Egieerig ad Applied Scieces (IJEAS) ISSN: 394-366 Volume-4 Issue-8 August 07 The Nature Diagosability of Bubble-sort Star Graphs uder the PMC Model ad MM* Model Mujiagsha Wag Yuqig

More information

On the Connectivity of One-dimensional Vehicular Ad Hoc Networks

On the Connectivity of One-dimensional Vehicular Ad Hoc Networks RESEARCH PAPER 论文集锦 O the Coectivity of Oe-dimesioal Vehicular Ad Hoc Networs Liao Jiaxi 1,2, Li Yuazhe 1,2, Li Toghog 3, Zhu Xiaomi 1,2, Zhag Lei 1,2 1 State Key Laboratory of Networig ad Switchig Techology,

More information

Formation of A Supergain Array and Its Application in Radar

Formation of A Supergain Array and Its Application in Radar Formatio of A Supergai Array ad ts Applicatio i Radar Tra Cao Quye, Do Trug Kie ad Bach Gia Duog. Research Ceter for Electroic ad Telecommuicatios, College of Techology (Coltech, Vietam atioal Uiversity,

More information

ADVANCED SOFTWARE ENGINEERING

ADVANCED SOFTWARE ENGINEERING ADVANCED SOFTWARE ENGINEERING COMP 3705 Exercise Usage-based Testig ad Reliability Versio 1.0-040406 Departmet of Computer Ssciece Sada Narayaappa, Aeliese Adrews Versio 1.1-050405 Departmet of Commuicatio

More information

On Algorithm for the Minimum Spanning Trees Problem with Diameter Bounded Below

On Algorithm for the Minimum Spanning Trees Problem with Diameter Bounded Below O Algorithm for the Miimum Spaig Trees Problem with Diameter Bouded Below Edward Kh. Gimadi 1,2, Alexey M. Istomi 1, ad Ekateria Yu. Shi 2 1 Sobolev Istitute of Mathematics, 4 Acad. Koptyug aveue, 630090

More information

Asymptotic Behaviour of Solutions of Certain Third Order Nonlinear Differential Equations via Phase Portrait Analysis

Asymptotic Behaviour of Solutions of Certain Third Order Nonlinear Differential Equations via Phase Portrait Analysis Applied Mathematics, 6, 7, 34-335 http://wwwscirporg/joural/am ISSN Olie: 5-7393 ISSN Prit: 5-7385 Asymptotic Behaviour of Solutios of Certai Third Order Noliear Differetial Equatios via Phase Portrait

More information

Sensitivity Analysis of Daubechies 4 Wavelet Coefficients for Reduction of Reconstructed Image Error

Sensitivity Analysis of Daubechies 4 Wavelet Coefficients for Reduction of Reconstructed Image Error Proceedigs of the 6th WSEAS Iteratioal Coferece o SIGNAL PROCESSING, Dallas, Texas, USA, March -4, 7 67 Sesitivity Aalysis of Daubechies 4 Wavelet Coefficiets for Reductio of Recostructed Image Error DEVINDER

More information

Control Charts for Mean for Non-Normally Correlated Data

Control Charts for Mean for Non-Normally Correlated Data Joural of Moder Applied Statistical Methods Volume 16 Issue 1 Article 5 5-1-017 Cotrol Charts for Mea for No-Normally Correlated Data J. R. Sigh Vikram Uiversity, Ujjai, Idia Ab Latif Dar School of Studies

More information

THE KALMAN FILTER RAUL ROJAS

THE KALMAN FILTER RAUL ROJAS THE KALMAN FILTER RAUL ROJAS Abstract. This paper provides a getle itroductio to the Kalma filter, a umerical method that ca be used for sesor fusio or for calculatio of trajectories. First, we cosider

More information

Orthogonal Gaussian Filters for Signal Processing

Orthogonal Gaussian Filters for Signal Processing Orthogoal Gaussia Filters for Sigal Processig Mark Mackezie ad Kiet Tieu Mechaical Egieerig Uiversity of Wollogog.S.W. Australia Abstract A Gaussia filter usig the Hermite orthoormal series of fuctios

More information

Modeling and Estimation of a Bivariate Pareto Distribution using the Principle of Maximum Entropy

Modeling and Estimation of a Bivariate Pareto Distribution using the Principle of Maximum Entropy Sri Laka Joural of Applied Statistics, Vol (5-3) Modelig ad Estimatio of a Bivariate Pareto Distributio usig the Priciple of Maximum Etropy Jagathath Krisha K.M. * Ecoomics Research Divisio, CSIR-Cetral

More information

Disjoint unions of complete graphs characterized by their Laplacian spectrum

Disjoint unions of complete graphs characterized by their Laplacian spectrum Electroic Joural of Liear Algebra Volume 18 Volume 18 (009) Article 56 009 Disjoit uios of complete graphs characterized by their Laplacia spectrum Romai Boulet boulet@uiv-tlse.fr Follow this ad additioal

More information

NUMERICAL INVESTIGATION OF FEEDBACK CONTROL IN PLASMA PROCESSING REACTORS INTRODUCTION

NUMERICAL INVESTIGATION OF FEEDBACK CONTROL IN PLASMA PROCESSING REACTORS INTRODUCTION NUMERICAL INVESTIGATION OF FEEDBACK CONTROL IN PLASMA PROCESSING REACTORS Shahid Rauf ad Mark J. Kusher Departmet of Electrical ad Computer Egieerig Uiversity of Illiois 1406 W. Gree Street, Urbaa, Illiois

More information

Research on Dependable level in Network Computing System Yongxia Li 1, a, Guangxia Xu 2,b and Shuangyan Liu 3,c

Research on Dependable level in Network Computing System Yongxia Li 1, a, Guangxia Xu 2,b and Shuangyan Liu 3,c Applied Mechaics ad Materials Olie: 04-0-06 ISSN: 66-748, Vols. 53-57, pp 05-08 doi:0.408/www.scietific.et/amm.53-57.05 04 Tras Tech Publicatios, Switzerlad Research o Depedable level i Network Computig

More information

Chapter 9 - CD companion 1. A Generic Implementation; The Common-Merge Amplifier. 1 τ is. ω ch. τ io

Chapter 9 - CD companion 1. A Generic Implementation; The Common-Merge Amplifier. 1 τ is. ω ch. τ io Chapter 9 - CD compaio CHAPTER NINE CD-9.2 CD-9.2. Stages With Voltage ad Curret Gai A Geeric Implemetatio; The Commo-Merge Amplifier The advaced method preseted i the text for approximatig cutoff frequecies

More information

TESTING OF THE FORCES IN CABLE OF SUSPENSION STRUCTURE AND BRIDGES

TESTING OF THE FORCES IN CABLE OF SUSPENSION STRUCTURE AND BRIDGES TSTING OF TH FORCS IN CABL OF SUSPNSION STRUCTUR AND BRIDGS Zhou, M. 1, Liu, Z. ad Liu, J. 1 College of the Muicipal Techology, Guagzhou Uiversity, Guagzhou. Guagzhou Muicipal ad Ladscape gieerig Quality

More information

Research Article Research on Application of Regression Least Squares Support Vector Machine on Performance Prediction of Hydraulic Excavator

Research Article Research on Application of Regression Least Squares Support Vector Machine on Performance Prediction of Hydraulic Excavator Joural of Cotrol Sciece ad Egieerig, Article ID 686130, 4 pages http://dx.doi.org/10.1155/2014/686130 Research Article Research o Applicatio of Regressio Least Squares Support Vector Machie o Performace

More information

DG Installation in Distribution System for Minimum Loss

DG Installation in Distribution System for Minimum Loss DG Istallatio i Distributio System for Miimum Loss Aad K Padey Om Mishra Alat Saurabh Kumar EE, JSSATE EE, JSSATE EE, JSSATE EE, JSSATE oida,up oida,up oida,up oida,up Abstract: This paper proposes optimal

More information

POD-Based Analysis of Dynamic Wind Load Effects on a Large Span Roof

POD-Based Analysis of Dynamic Wind Load Effects on a Large Span Roof POD-Based Aalysis of Dyamic Wid Load Effects o a Large Spa Roof Xi-yag Ji, Yi Tag ad Hai Ji 3 Professor, Wid Egieerig Research Ceter, Chia Academy of Buildig Research, Beiig 3, Chia, ixiyag@cabrtech.com

More information

NEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS

NEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS Joural of Applied Aalysis ad Computatio Volume 5, Number 2, May 25, 22 23 Website:http://jaac-olie.com/ doi:.948/252 NEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS Jie Su,2, Wei Qiao

More information

A THRESHOLD DENOISING METHOD BASED ON EMD

A THRESHOLD DENOISING METHOD BASED ON EMD Joural of Theoretical ad Applied Iformatio Techology 1 th Jauary 13. Vol. 47 No.1-13 JATIT & LLS. All rights reserved. ISSN: 199-864 www.jatit.org E-ISSN: 1817-319 A THRESHOLD DENOISING METHOD BASED ON

More information

A class of spectral bounds for Max k-cut

A class of spectral bounds for Max k-cut A class of spectral bouds for Max k-cut Miguel F. Ajos, José Neto December 07 Abstract Let G be a udirected ad edge-weighted simple graph. I this paper we itroduce a class of bouds for the maximum k-cut

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article appeared i a joural published by Elsevier. The attached copy is furished to the author for iteral o-commercial research ad educatio use, icludig for istructio at the authors istitutio ad sharig

More information

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c 4th Iteratioal Coferece o Advaced Materials ad Iformatio Techology Processig (AMITP 06) Directio of Arrival Estimatio Method i Uderdetermied Coditio Zhag Youzhi a, Li eibo b, ag Hali c Naval Aeroautical

More information

SAMPLING LIPSCHITZ CONTINUOUS DENSITIES. 1. Introduction

SAMPLING LIPSCHITZ CONTINUOUS DENSITIES. 1. Introduction SAMPLING LIPSCHITZ CONTINUOUS DENSITIES OLIVIER BINETTE Abstract. A simple ad efficiet algorithm for geeratig radom variates from the class of Lipschitz cotiuous desities is described. A MatLab implemetatio

More information

Random Variables, Sampling and Estimation

Random Variables, Sampling and Estimation Chapter 1 Radom Variables, Samplig ad Estimatio 1.1 Itroductio This chapter will cover the most importat basic statistical theory you eed i order to uderstad the ecoometric material that will be comig

More information

Research Article On the Strong Laws for Weighted Sums of ρ -Mixing Random Variables

Research Article On the Strong Laws for Weighted Sums of ρ -Mixing Random Variables Hidawi Publishig Corporatio Joural of Iequalities ad Applicatios Volume 2011, Article ID 157816, 8 pages doi:10.1155/2011/157816 Research Article O the Strog Laws for Weighted Sums of ρ -Mixig Radom Variables

More information

Variable selection in principal components analysis of qualitative data using the accelerated ALS algorithm

Variable selection in principal components analysis of qualitative data using the accelerated ALS algorithm Variable selectio i pricipal compoets aalysis of qualitative data usig the accelerated ALS algorithm Masahiro Kuroda Yuichi Mori Masaya Iizuka Michio Sakakihara (Okayama Uiversity of Sciece) (Okayama Uiversity

More information

Power supplies for parallel operation Power supplies

Power supplies for parallel operation Power supplies Power supplies Power supplies for parallel operatio U 1 2 U Parallel operatio of switchmode power supplies Techical details for passive curret-sharig The aim of operatig switchmode power supplies (SMPS)

More information

Free Space Optical Wireless Communications under Turbulence Channel Effect

Free Space Optical Wireless Communications under Turbulence Channel Effect IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: 78-834,p- ISSN: 78-8735.Volume 9, Issue 3, Ver. III (May - Ju. 014), PP 01-08 Free Space Optical Wireless Commuicatios uder Turbulece

More information

8. СОВЕТУВАЊЕ. Охрид, септември ANALYSIS OF NO LOAD APPARENT POWER AND FREQUENCY SPECTRUM OF MAGNETIZING CURRENT FOR DIFFERENT CORE TYPES

8. СОВЕТУВАЊЕ. Охрид, септември ANALYSIS OF NO LOAD APPARENT POWER AND FREQUENCY SPECTRUM OF MAGNETIZING CURRENT FOR DIFFERENT CORE TYPES 8. СОВЕТУВАЊЕ Охрид, 22 24 септември Leoardo Štrac Frajo Keleme Kočar Power Trasformers Ltd. ANALYSS OF NO LOAD APPARENT POWER AND FREQENCY SPECTRM OF MAGNETZNG CRRENT FOR DFFERENT CORE TYPES ABSTRACT

More information

A New Class of Ternary Zero Correlation Zone Sequence Sets Based on Mutually Orthogonal Complementary Sets

A New Class of Ternary Zero Correlation Zone Sequence Sets Based on Mutually Orthogonal Complementary Sets IOSR Joural of Electroics ad Commuicatio Egieerig (IOSR-JECE) e-issn: 2278-2834,p- ISSN: 2278-8735.Volume 0, Issue 3, Ver. I (May - Ju.205), PP 08-3 www.iosrjourals.org A New Class of Terary Zero Correlatio

More information

Safety analysis for integrated modular avionics based on blueprints

Safety analysis for integrated modular avionics based on blueprints Safety aalysis for itegrated modular avioics based o blueprits Jiayu Chu, Xiaohog Bao, Tigdi Zhao a ad Fuchu re School of Reliability ad Systems Egieerig, Beihag Uiversity, Chia Abstract. The Itegrated

More information

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio

More information

Formulas for the Number of Spanning Trees in a Maximal Planar Map

Formulas for the Number of Spanning Trees in a Maximal Planar Map Applied Mathematical Scieces Vol. 5 011 o. 64 3147-3159 Formulas for the Number of Spaig Trees i a Maximal Plaar Map A. Modabish D. Lotfi ad M. El Marraki Departmet of Computer Scieces Faculty of Scieces

More information

The target reliability and design working life

The target reliability and design working life Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded

More information

Electricity consumption forecasting method based on MPSO-BP neural network model Youshan Zhang 1, 2,a, Liangdong Guo2, b,qi Li 3, c and Junhui Li2, d

Electricity consumption forecasting method based on MPSO-BP neural network model Youshan Zhang 1, 2,a, Liangdong Guo2, b,qi Li 3, c and Junhui Li2, d 4th Iteratioal Coferece o Electrical & Electroics Egieerig ad Computer Sciece (ICEEECS 2016) Electricity cosumptio forecastig method based o eural etwork model Yousha Zhag 1, 2,a, Liagdog Guo2, b,qi Li

More information

Interval Intuitionistic Trapezoidal Fuzzy Prioritized Aggregating Operators and their Application to Multiple Attribute Decision Making

Interval Intuitionistic Trapezoidal Fuzzy Prioritized Aggregating Operators and their Application to Multiple Attribute Decision Making Iterval Ituitioistic Trapezoidal Fuzzy Prioritized Aggregatig Operators ad their Applicatio to Multiple Attribute Decisio Makig Xia-Pig Jiag Chogqig Uiversity of Arts ad Scieces Chia cqmaagemet@163.com

More information

Proceedings of the 2nd International Conference on Computer Science and Electronics Engineering (ICCSEE 2013)

Proceedings of the 2nd International Conference on Computer Science and Electronics Engineering (ICCSEE 2013) Proceedigs of the 2d Iteratioal Coferece o Computer Sciece ad Electroics Egieerig (ICCE 20) GPU Implemetatio of the Electric Power System Model for Real-Time Simulatio of Electromagetic Trasiets Slawomir

More information

Mathematical Modeling of Optimum 3 Step Stress Accelerated Life Testing for Generalized Pareto Distribution

Mathematical Modeling of Optimum 3 Step Stress Accelerated Life Testing for Generalized Pareto Distribution America Joural of Theoretical ad Applied Statistics 05; 4(: 6-69 Published olie May 8, 05 (http://www.sciecepublishiggroup.com/j/ajtas doi: 0.648/j.ajtas.05040. ISSN: 6-8999 (Prit; ISSN: 6-9006 (Olie Mathematical

More information

577. Estimation of surface roughness using high frequency vibrations

577. Estimation of surface roughness using high frequency vibrations 577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia

More information

Mechanical Efficiency of Planetary Gear Trains: An Estimate

Mechanical Efficiency of Planetary Gear Trains: An Estimate Mechaical Efficiecy of Plaetary Gear Trais: A Estimate Dr. A. Sriath Professor, Dept. of Mechaical Egieerig K L Uiversity, A.P, Idia E-mail: sriath_me@klce.ac.i G. Yedukodalu Assistat Professor, Dept.

More information

Comprehensive Bridge Health Evaluation Method Based on Information Fusion

Comprehensive Bridge Health Evaluation Method Based on Information Fusion MATEC Web of Cofereces 82, 03003 (2016) DOI: 10.1051/ mateccof/20168203003 Comprehesive Bridge Health Evaluatio Method Based o Iformatio Fusio Li-pig Li 1,a, We-xia Dig 2 ad Xiao-li Lu 3 1 Faculty of Egieerig,

More information

Double Stage Shrinkage Estimator of Two Parameters. Generalized Exponential Distribution

Double Stage Shrinkage Estimator of Two Parameters. Generalized Exponential Distribution Iteratioal Mathematical Forum, Vol., 3, o. 3, 3-53 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/.9/imf.3.335 Double Stage Shrikage Estimator of Two Parameters Geeralized Expoetial Distributio Alaa M.

More information

The multi capacitated clustering problem

The multi capacitated clustering problem The multi capacitated clusterig problem Bruo de Aayde Prata 1 Federal Uiversity of Ceará, Brazil Abstract Clusterig problems are combiatorial optimizatio problems wi several idustrial applicatios. The

More information

c. Explain the basic Newsvendor model. Why is it useful for SC models? e. What additional research do you believe will be helpful in this area?

c. Explain the basic Newsvendor model. Why is it useful for SC models? e. What additional research do you believe will be helpful in this area? 1. Research Methodology a. What is meat by the supply chai (SC) coordiatio problem ad does it apply to all types of SC s? Does the Bullwhip effect relate to all types of SC s? Also does it relate to SC

More information

Modified Ratio Estimators Using Known Median and Co-Efficent of Kurtosis

Modified Ratio Estimators Using Known Median and Co-Efficent of Kurtosis America Joural of Mathematics ad Statistics 01, (4): 95-100 DOI: 10.593/j.ajms.01004.05 Modified Ratio s Usig Kow Media ad Co-Efficet of Kurtosis J.Subramai *, G.Kumarapadiya Departmet of Statistics, Podicherry

More information

Research on real time compensation of thermal errors of CNC lathe based on linear regression theory Qiu Yongliang

Research on real time compensation of thermal errors of CNC lathe based on linear regression theory Qiu Yongliang d Iteratioal Coferece o Machiery, Materials Egieerig, Chemical Egieerig ad Biotechology (MMECEB 015) Research o real time compesatio of thermal errors of CNC lathe based o liear regressio theory Qiu Yogliag

More information

Open Access Research of Strip Flatness Control Based on Legendre Polynomial Decomposition

Open Access Research of Strip Flatness Control Based on Legendre Polynomial Decomposition Sed Orders for Reprits to reprits@bethamsciece.ae The Ope Automatio ad Cotrol Systems Joural, 215, 7, 23-211 23 Ope Access Research of Strip Flatess Cotrol Based o Legedre Polyomial Decompositio Ya Liu,

More information

The Local Harmonious Chromatic Problem

The Local Harmonious Chromatic Problem The 7th Workshop o Combiatorial Mathematics ad Computatio Theory The Local Harmoious Chromatic Problem Yue Li Wag 1,, Tsog Wuu Li ad Li Yua Wag 1 Departmet of Iformatio Maagemet, Natioal Taiwa Uiversity

More information

Bayesian and E- Bayesian Method of Estimation of Parameter of Rayleigh Distribution- A Bayesian Approach under Linex Loss Function

Bayesian and E- Bayesian Method of Estimation of Parameter of Rayleigh Distribution- A Bayesian Approach under Linex Loss Function Iteratioal Joural of Statistics ad Systems ISSN 973-2675 Volume 12, Number 4 (217), pp. 791-796 Research Idia Publicatios http://www.ripublicatio.com Bayesia ad E- Bayesia Method of Estimatio of Parameter

More information

Research Article Nonautonomous Discrete Neuron Model with Multiple Periodic and Eventually Periodic Solutions

Research Article Nonautonomous Discrete Neuron Model with Multiple Periodic and Eventually Periodic Solutions Discrete Dyamics i Nature ad Society Volume 21, Article ID 147282, 6 pages http://dx.doi.org/1.11/21/147282 Research Article Noautoomous Discrete Neuro Model with Multiple Periodic ad Evetually Periodic

More information

Fastest mixing Markov chain on a path

Fastest mixing Markov chain on a path Fastest mixig Markov chai o a path Stephe Boyd Persi Diacois Ju Su Li Xiao Revised July 2004 Abstract We ider the problem of assigig trasitio probabilities to the edges of a path, so the resultig Markov

More information

Introduction to Signals and Systems, Part V: Lecture Summary

Introduction to Signals and Systems, Part V: Lecture Summary EEL33: Discrete-Time Sigals ad Systems Itroductio to Sigals ad Systems, Part V: Lecture Summary Itroductio to Sigals ad Systems, Part V: Lecture Summary So far we have oly looked at examples of o-recursive

More information