A simple reliability block diagram method for safety integrity verification

Size: px
Start display at page:

Download "A simple reliability block diagram method for safety integrity verification"

Transcription

1 Reiabiity Engineering and System Safety 92 (2007) A simpe reiabiity bock diagram method for safety integrity verification Haitao Guo, Xianhui Yang epartment of Automation, Tsinghua University, Beijing , China Received 27 June 2006; received in revised form 31 Juy 2006; accepted 8 August 2006 Avaiabe onine 2 October 2006 Abstract IEC requires safety integrity verification for safety reated systems to be a necessary procedure in safety ife cyce. PF avg must be cacuated to verify the safety integrity eve (SIL). Since IEC does not give detaied expanations of the definitions and PF avg cacuations for its exampes, it is difficut for common reiabiity or safety engineers to understand when they use the standard as guidance in practice. A method using reiabiity bock diagram is investigated in this study in order to provide a cear and feasibe way of PF avg cacuation and hep those who take IEC as their guidance. The method finds mean down times (MTs) of both channe and voted group first and then PF avg. The cacuated resuts of various voted groups are compared with those in IEC61508 part 6 and Ref. [Zhang T, Long W, Sato Y. Avaiabiity of systems with sef-diagnostic components-appying Markov mode to IEC Reiab Eng System Saf 2003;80(2):133 41]. An interesting outcome can be reaized from the comparison. Furthermore, athough differences in MT of voted groups exist between IEC and this paper, PF avg of voted groups are comparativey cose. With detaied description, the method of RB presented can be appied to the quantitative SIL verification, showing a simiarity of the method in IEC r 2006 Esevier Ltd. A rights reserved. Keywords: Safety reated system; Reiabiity bock diagram; Safety integrity eve; Probabiity of faiure on demand; IEC Introduction IEC [1] pubished in 2000 has been adopted by many countries as their nationa standard and is being updated. Two significant concepts, safety ife cyce and safety integrity eve (SIL) [1 3], appeared in IEC A necessary procedure of safety ife cyce is SIL verification, which verifies whether the average probabiity of faiure on demand (PF avg ) of designed safety reated systems (SRS) meets the required faiure measure. If not, retrofit or modification must be taken to reduce the PF avg of safety reated system ti safety goa is satisfied. Besides PF avg verification, architectura constraints defined in IEC must be aso considered during SIL verification process [17]. This study focuses on PF avg cacuation. Corresponding author. Te.: x231; fax: E-mai address: guoht03@mais.tsinghua.edu.cn (H. Guo). Since IEC is a performance based standard, the verification can be done through a number of probabiistic anaysis techniques. There are many techniques in pubished iterature, such as faut tree anaysis (FTA) [4,5], reiabiity bock diagram (RB) [6], Markov Anaysis (MA) [5,7,8,13], simpified equations [9,10] and hybrid method [11]. Rouvroye and Brombacher [12] compared those techniques and outined their advantages and disadvantages. Bukowski [13] compared MA and simpified equations and provided an overview of their advantages and disadvantages. Andrews and Ericson II [14] anayzed various design compexities using FTA and MA respectivey and they concuded that both FTA and MA can provide satisfactory accuracy of cacuation, but FTA mode is more intuitive and easier to create for arge and compex systems. What can aso be seen is that the outcomes of FTA and MA are consideraby cose in Ref. [5]. Hauge et a. [15] introduced a method caed PS to quantify the safety unavaiabiity and oss of production /$ - see front matter r 2006 Esevier Ltd. A rights reserved. doi: /j.ress

2 1268 ARTICLE IN PRESS H. Guo, X. Yang / Reiabiity Engineering and System Safety 92 (2007) for safety instrumented systems. PS accounts for a types of faiure categories: technica, software, human, etc. RB, which has equivaent mathematica characteristic to FTA, has been widey used in reiabiity engineering for many years. By the RB technique, IEC shows the verification of SIL through cacuating average probabiity of faiure on demand (PF avg ). Whie IEC has been adopted as nationa standard of many countries, its demonstration can aso be regarded as a guide to do PF avg cacuations. A RB mode reveas the ogica reiabiity structure of the invoved SRS and can easiy be created even for a compex arge SRS. However, IEC does not give detaied description of RB it uses and its resuts are different from those of Markov mode by Zhang et a. [8]. Consequenty, the technique used in IEC gets questioned. Besides, no other papers deaing with SIL verification by RB technique can be found yet, and so RB needs more supports in the fied of functiona safety. Because IEC does not give expanations of the definitions and PF avg cacuations for its exampes in detai, it is difficut to use the standard as guidance in practice. In order to provide a cear and feasibe way of SIL verification, a method of RB for PF avg cacuation is presented in this paper with detaied expanation incuding the definitions, assumptions and parameters reguated in IEC [6] based on specific system architectures and associated conditions. The method finds mean down time (MTs) of both channe and voted group first and then PF avg. The resuts achieved in this study are compared with those of IEC demonstration and Ref. [8]. Through the comparison, an interesting outcome can be reaized. The method of RB in this study can be appied to the quantitative SIL verification and heps those who take IEC as their guidance. 2. Reiabiity bock diagram Reiabiity bock diagram (RB) is a graphica anaysis technique, which expresses the concerned system as connections of a number of components in accordance with their ogica reation of reiabiity. Series connections represent ogic and of components, and parae connections represent ogic or, whie combinations of series and parae connections represent voting ogic. From eftmost node to rightmost node, there are severa paths that are the conditions for successfu operation of system. If a component fais, the corresponding connection wi be cut off. As faiures of components occur, System keeps operating successfuy unti no vaid path from eftmost node to rightmost node can be made up of avaiabe connections. Then, probabiity of the faiure of system can be cacuated according to probabiistic principes. RB mode is intuitive and easy to estabish. For instance, 1oo2 voted group consists of two voted channes, each of which has their own component(s). Common cause faiure can take pace upon the two channes. 1oo2 voted group with one sensor for each channe can be represented by the RB shown in Fig efinitions and assumptions 3.1. Equivaent MT In IEC , one system architecture (group) consists of one or redundant channes and there is a voting ogic for the architecture, such as 1oo1, 1oo2. In steady state, the norma operation and faiure states of the channe(s) and the group appear by turns because of faiure detection and reparation. The voting ogic determines that how many faiures of channes wi cause the group to fai. Equivaent MT of a component is defined as the average of the period of time when the component is in dangerous faiure state at the steady state. angerous faiure state refers to the state that the component cannot take the proper response to dangerous process demands, which may ead to unexpected accidents, whie the process is sti operating. The PF avg cacuations in this study depend on equivaent MTs, group equivaent MT and channe equivaent MT Average probabiity of faiure on demand Probabiity of faiure on demand is defined as the probabiity of faiing to take correct action when a process demand arises. Since the steady state is under consideration, PF is averaged for infinite Assumptions Fig. 1. A RB exampe. The technique and resuts deveoped in this paper are based on the assumptions foowing: (i) The resuting average probabiity of faiure on demand for the subsystem is ess than 10 1, or the resutant probabiity of faiure per hour for the subsystem is ess than (ii) Component faiure and repair rates are constant over the ife of the system. (iii) The hardware faiure rates used as inputs to the cacuations and tabes are for a singe channe of the subsystem.

3 H. Guo, X. Yang / Reiabiity Engineering and System Safety 92 (2007) (iv) A channes in a voted group have the same faiure rate and diagnostic coverage rate. (v) The overa hardware faiure rate of a channe in a subsystem is the sum of the faiure rates: dangerous and safe-faiures for that channe. These vaues are assumed to be equa. (vi) For each safety function, there is a perfect proof testing and repairing. Namey, a faiures that remain undetected are assumed to be detected by the proof test. (vii) The proof test interva is at east one order of magnitude greater than the diagnostic test interva. (viii) The demand rate and expected interva between demands are not considered in this study. (ix) For each subsystem, there is a singe proof test interva and mean time to restoration. (x) Mutipe repair teams (each of them is assumed to have the same repair rate) are avaiabe to work on a known fauts in a system. (xi) The expected interva between demands is at east an order of magnitude greater than the mean time to restoration. Other assumptions can be referred to the Annex B of IEC [6]. 4. Sef-diagnostic Nowadays, a ot of equipment can detect the faiures of them by themseves, but diagnostic coverage (C), the percentage of the faiures detected, is sedom 100%. The tota dangerous faiure is divided into detected faiure and undetected faiure with faiure rate and U, respectivey. That is ¼ þ U. (1) Repair rates of the two types of faiure are aso separated, m for dangerous detected faiure and m U for dangerous undetected faiure, as beow: m ¼ 1 (2) m U ¼ T 1 I 2 þ, (3) and denote proof test interva and mean time to restoration. Actuay, some faiures of equipment can cause safety reated systems to fai safey, which may ead to spurious process shutdown. This kind of faiures is defined as safe faiure. Safe faiures is aso divided into detected faiure and undetected faiure with faiure rate S and SU, respectivey. Moreover, no-effect faiures are the equipment faiures that take no effect on SRS. Accordingy, noeffect faiures contribute neither to PF nor to probabiity of faiing safey. 5. RB for cacuating PF avg oo1 architecture This architecture consists of a singe channe, where any dangerous faiure eads to a faiure of the safety function when a demand arises. Fig. 2 shows the RB of 1oo1 architecture. Q i represents a faiure and its faiure rate is ocated at top right corner of the same rectange. Channe equivaent MT is represented by t CE. Probabiity of dangerous faiure is FðtÞ ¼F 1 ðtþþf 2 ðtþ and for steady state F ¼ F 1 þ F 2. (4) By using o 1 and o 2 as denotations of steady faiure frequency of Q 1 and Q 2, respectivey, the foowing equations come into existence. 8 U F 1 ¼ ; U þ m U >< F 2 ¼ ; þ m o 1 ¼ Um U ; U þ m U o 2 ¼ m >: : þ m Channe faiure frequency o C can be cacuated as [16] o C ¼ X qf o i. (6) qf i Channe equivaent MT equas steady faiure probabiity divided by steady faiure frequency, that is t CE ¼ F o C. (7) From Eqs. (1) (7) and the condition 5m, t CE can be derived approximatey as U m t CE þ m U U m U m þ m U m ¼ U 2 þ þ : Since 1oo1 architecture has ony one channe, voted group equivaent MT is equa to channe equivaent MT, viz., t GE ¼ t CE. Then, average probabiity of faiure on demand Fig. 2. RB for 1oo1 architecture. (5) ð8þ

4 1270 ARTICLE IN PRESS H. Guo, X. Yang / Reiabiity Engineering and System Safety 92 (2007) for system architecture, PF G is PF G ¼ 1 e t CE t CE. (9) The resut above is identica with that in IEC Annex B oo2 architecture This architecture consists of two channes connected in parae, so that either channe can process the safety function. Thus there woud have to be a dangerous faiure in both channes before a safety function faied on demand. It is assumed that any diagnostic test woud ony report the fauts found and woud not change any output states or change the output voting. Fig. 3 contains the reevant bock diagram. Note that common cause faiure has to be considered because there are two identica channes. b denotes the fraction of undetected faiures that have a common cause, whie b is of those faiures that are detected by the diagnostic tests, the fraction that have a common cause. Approximate probabiity of faiure of 1oo2 architecture is FðtÞ ¼½Q 1 ðtþþq 2 ðtþš½q 3 ðtþþq 4 ðtþš With the same procedures introduced in Section 5.1, voted group equivaent MT, t GE, can be gained as foows: t GE ¼ 1 U =ð U þ m U Þþ =ð þ m Þ 2 U m U =ð U þ m U Þþ m U =ð þ m Þ 1 U 2 2 þ þ 1 ¼ t CE. ð10þ Channe equivaent MT, t CE, is just the same as Eq. (8) in Section 5.1. It can be seen that voted group equivaent MT is the very haf of channe equivaent MT. That answers for intuition. When one channe fais, the group is in degraded operation state that can sti perform intended function to process demand. The equivaent MT of the first faied channe is t CE. Then, when the second channe faiure occurs, the group fais. Therefore, the equivaent MT of the second faied channe is equa to the group equivaent MT. One channe PF avg depends on t CE and the other depends on t GE, thus PF G ¼ 2ð1 e t CEÞð1 e t CEÞ 2 2 t CEt GE and by considering the effects of common causes PF G ¼ 2½ð1 bþ U þð1 b Þ Š 2 t CE t GE þ b U 2 þ þ b : ð11þ The PF G derived is identica with that in IEC Annex B, whie t GE differs. However, the numeric resuts of PF G are much cosed to that of IEC , as shown in the foowing comparison section of this paper oo2 architecture This architecture consists of two channes connected in parae so that both channes need to demand the safety function before it can take pace. Fig. 4 shows the RB of 2oo2 architecture. Since two 1oo1 bocks are connected in series, refer to Section 5.1, PF G is PF G ¼ 2 t CE, (12) where t CE is given in Eq. (8) oo3 architecture This architecture consists of three channes connected in parae with a majority voting arrangement for the output signas, so that the output state is not changed if ony one channe gives a different resut, which disagrees with the other two channes. Fig. 5 shows the RB of 2oo3 architecture. Its equivaent transformation is given in Fig. 6. Refer to Section 5.1 and by considering the effects Fig. 4. RB for 2oo2 architecture. Fig. 3. RB for 1oo2 architecture. Fig. 5. RB for 2oo3 architecture.

5 H. Guo, X. Yang / Reiabiity Engineering and System Safety 92 (2007) Fig. 6. Equivaent RB for 2oo3 architecture. PF G ¼ 2ð1 bþ U ½ð1 bþ U þð1 b Þ Št CE t GE þ b U 2 þ þ b : ð16þ Common cause faiures are considered in PF G cacuation. The PF G derived is identica with that in IEC Annex B, whie t GE differs. of common causes, PF G is PF G ¼ 6½ð1 bþ U þð1 b Þ Š 2 t CE t GE þ b U 2 þ þ b ; ð13þ where t CE is given in Eq. (8) and t GE in Eq. (10). The PF G derived is identica with that in IEC Annex B, whie t GE differs oo2 architecture Two channes in this architecture are connected in parae. uring norma operation, both channes need to demand the safety function before it can take pace. In addition, if the diagnostic tests detect a faut in either channe, the output voting is adapted so that the overa output state then foows that given by the other channe. If the diagnostic tests find fauts in both of channes or a discrepancy that cannot be aocated to either channe, the output goes to the safe state. In order to detect a discrepancy between the channes, either channe can determine the state of the other via a means independent of the other channe. Fig. 7 shows the RB of 1oo2 architecture. S is the faiure rate of safe detected faiure. Refer to the procedures in Sections 5.1 and 5.2, t CE, t GE and PF G for 1oo2 architecture are: t CE ¼ U þ S U t GE ¼ 1 2 þ S Fig. 7. Equivaent RB for 1oo2 architecture. 2 þ 2 þ þ þ S þ S ; (14) þ 1 þ S ; 2 þ S (15) 6. Resuts comparison IEC , Ref. [8] and this paper have obtained identica average probabiity of faiure on demand for the group of voted channes, but voted group and channe equivaent MT are different, as shown in Tabe 1. In Tabe 1, it can be seen that the ony differences between the resuts of IEC and this paper are t GE for some architectures. IEC cacuates t GE by adding the individua down times from both dangerous detected faiure and undetected faiure in direct proportion to the contribution of each faiure to the probabiity of faiure of the group. In Ref. [8], channe equivaent MTs are different with those in IEC and this paper. However, it is very interesting to note that the resuts of t CE in Ref. [8] have the same expressions with the resuts of t GE in IEC , whie the resuts of t GE in Ref. [8] are identica with the resuts of t GE derived in this paper. Based on these differences, Zhang et a. think that a discrepancy exists. Athough IEC and this paper have different t GE, numeric resuts of PF G of the both are comparativey cosed. The cacuated PF G are amost identica. Tabe 2 iustrates the nearness. SILs are distinguished by their ranges of PF avg magnitudes according to the definition [3]. Therefore, such tiny difference found in Tabe 2 can reasonaby be negected in SIL verification. The technique presented is quite feasibe in practica appication. 7. Concusion IEC requires safety integrity verification for SRS to be a necessary procedure in safety ife cyce. RB anaysis is carried out to compute the PF avg of voted group and the resuts show the accordance with those in IEC The method of RB in this study can be appied to the quantitative SIL verification. Moreover, the method heps those who take IEC as their

6 1272 ARTICLE IN PRESS H. Guo, X. Yang / Reiabiity Engineering and System Safety 92 (2007) Tabe 1 Comparison of channe equivaent MT and voted group MT Sys. MT This paper IEC Ref. [7] 1oo1 t CE U 2 þ þ U 2 þ þ U 2 þ 2oo2 t GE U 2 þ þ U 2 þ þ U 2 þ 1oo2 t CE U 2 þ þ U 2 þ þ U 3 þ t 1 GE 2 t CE U 3 þ þ 1 2 t CE 2oo3 t CE U 2 þ þ U 2 þ þ U 3 þ t 1 GE 2 t CE U 3 þ þ 1 2 t CE 1oo2 t CE U þ S 2 þ þ þ S þ U S 2 þ þ U 2 þ t 1 GE 2 t CE U 3 þ þ 1 2 t CE þ þ þ þ þ þ S þ S Tabe 2 Numeric comparison of t GE and PF G Sys. Index ¼ 8h, b ¼ 10%, b ¼ 5%, S ¼,C¼ 90%, ¼ C ¼ h 1, ¼ 4380 h ¼ h 1, ¼ 8760 h ¼ h 1, ¼ 8760 h This paper IEC61508 This paper IEC61508 This paper IEC oo2 t GE (h) PF G oo3 t GE (h) PF G oo2 t GE (h) PF G guidance the method. The technique presented has the foowing characteristics: RB modes can refect the reiabiity structure of concerned system. RB modes are intuitive and easy to create. Numeric accuracy of average probabiity of faiure on demand is satisfactory. Simiar to the method demonstrated by IEC , this method has more detaied expanations. Through the comparison in Section 6, it can be found that the resuts of channe equivaent MT in Ref. [8] have the same expressions with the resuts of voted group equivaent MT in IEC , whie the resuts of voted group equivaent MT in Ref. [8] are identica with the resuts of those derived in this paper. Efforts are sti needed in the future to study the discrepancy of voted group and channe equivaent MTs in Ref. [8]. Acknowedgements The paper is a resut of a work financiay supported by Nationa Natura Science Foundation of China. References [1] Brown S. Overview of IEC 61508: functiona safety of eectrica/ eectronic/programmabe eectronic safety-reated systems. Comput Contro Eng J 2000;11(1):6 12. [2] Stavrianidis P, Bhimavarapu K. Performance-based standards: safety instrumented functions and safety integrity eves. J Hazard Mater 2000;71(1): [3] IEC 61508, Functiona safety of eectrica/eectronic/programmabe eectronic safety-reated systems. Internationa Eectrotechnica Commission. [4] Beckman L. Easiy assess compex safety oops. Chem Eng Progr 2001;97(3):57 9. [5] Gobe W, Cheddie H. Contro system safety evauation and reiabiity. US: ISA; [6] IEC , Functiona safety of eectrica/eectronic/programmabe eectronic safety-reated systems. Part 6. Guideines on the appication of IEC and IEC [7] Bukowski J, Gobe W. Using Markov modes for safety anaysis of programmabe eectronic systems. ISA Trans 1995; 34(2): [8] Zhang T, Long W, Sato Y. Avaiabiity of systems with sefdiagnostic components-appying Markov mode to IEC Reiab Eng System Saf 2003;80(2): [9] ISA-S Appication of safety instrumented systems for process industries. [10] Summers A. Viewpoint on ISA TR simpified methods and faut tree anaysis. ISA Trans 2000;39(2):

7 H. Guo, X. Yang / Reiabiity Engineering and System Safety 92 (2007) [11] Knegtering B, Brombacher A. Appication of micro Markov modes for quantitative safety assessment to determine safety integrity eves as defined by the IEC standard for functiona safety. Reiab Eng System Saf 1999;66(2): [12] Rouvroye J, Brombacher A. New quantitative safety standards: different techniques, different resuts? Reiab Eng System Saf 1999;66(2): [13] Bukowski J. A comparison of techniques for computing PF average. In: Proceedings of the annua reiabiity and maintainabiity symposium, p [14] Andrew J, Ericson II C. Faut tree and Markov anaysis appied to various design compexities. In: Proceedings of the 18th internationa system safety conference, [15] Hauge S, Hokstad P, Langseth H, et a. Reiabiity prediction method for safety instrumented systems, PS method handbook, 2006 edition. Norway:SINTEF, [16] Mei QZ, Liao JS, Sun HZ. Basis of system reiabiity engineering. Beijing: Pubication of Science; pp , [in Chinese]. [17] Van Beurden I, Amkreutz R[J]. Safety integrity eve verification A PF average cacuation is not enough. Hydrocarbon Process 2001;80(10):47 50.

Improving the Reliability of a Series-Parallel System Using Modified Weibull Distribution

Improving the Reliability of a Series-Parallel System Using Modified Weibull Distribution Internationa Mathematica Forum, Vo. 12, 217, no. 6, 257-269 HIKARI Ltd, www.m-hikari.com https://doi.org/1.12988/imf.217.611155 Improving the Reiabiity of a Series-Parae System Using Modified Weibu Distribution

More information

FOURIER SERIES ON ANY INTERVAL

FOURIER SERIES ON ANY INTERVAL FOURIER SERIES ON ANY INTERVAL Overview We have spent considerabe time earning how to compute Fourier series for functions that have a period of 2p on the interva (-p,p). We have aso seen how Fourier series

More information

A Comparison Study of the Test for Right Censored and Grouped Data

A Comparison Study of the Test for Right Censored and Grouped Data Communications for Statistica Appications and Methods 2015, Vo. 22, No. 4, 313 320 DOI: http://dx.doi.org/10.5351/csam.2015.22.4.313 Print ISSN 2287-7843 / Onine ISSN 2383-4757 A Comparison Study of the

More information

In-plane shear stiffness of bare steel deck through shell finite element models. G. Bian, B.W. Schafer. June 2017

In-plane shear stiffness of bare steel deck through shell finite element models. G. Bian, B.W. Schafer. June 2017 In-pane shear stiffness of bare stee deck through she finite eement modes G. Bian, B.W. Schafer June 7 COLD-FORMED STEEL RESEARCH CONSORTIUM REPORT SERIES CFSRC R-7- SDII Stee Diaphragm Innovation Initiative

More information

(This is a sample cover image for this issue. The actual cover is not yet available at this time.)

(This is a sample cover image for this issue. The actual cover is not yet available at this time.) (This is a sampe cover image for this issue The actua cover is not yet avaiabe at this time) This artice appeared in a journa pubished by Esevier The attached copy is furnished to the author for interna

More information

A Brief Introduction to Markov Chains and Hidden Markov Models

A Brief Introduction to Markov Chains and Hidden Markov Models A Brief Introduction to Markov Chains and Hidden Markov Modes Aen B MacKenzie Notes for December 1, 3, &8, 2015 Discrete-Time Markov Chains You may reca that when we first introduced random processes,

More information

An Algorithm for Pruning Redundant Modules in Min-Max Modular Network

An Algorithm for Pruning Redundant Modules in Min-Max Modular Network An Agorithm for Pruning Redundant Modues in Min-Max Moduar Network Hui-Cheng Lian and Bao-Liang Lu Department of Computer Science and Engineering, Shanghai Jiao Tong University 1954 Hua Shan Rd., Shanghai

More information

A Statistical Framework for Real-time Event Detection in Power Systems

A Statistical Framework for Real-time Event Detection in Power Systems 1 A Statistica Framework for Rea-time Event Detection in Power Systems Noan Uhrich, Tim Christman, Phiip Swisher, and Xichen Jiang Abstract A quickest change detection (QCD) agorithm is appied to the probem

More information

Modal analysis of a multi-blade system undergoing rotational motion

Modal analysis of a multi-blade system undergoing rotational motion Journa of Mechanica Science and Technoogy 3 (9) 5~58 Journa of Mechanica Science and Technoogy www.springerin.com/content/738-494x DOI.7/s6-9-43-3 Moda anaysis of a muti-bade system undergoing rotationa

More information

Research of Data Fusion Method of Multi-Sensor Based on Correlation Coefficient of Confidence Distance

Research of Data Fusion Method of Multi-Sensor Based on Correlation Coefficient of Confidence Distance Send Orders for Reprints to reprints@benthamscience.ae 340 The Open Cybernetics & Systemics Journa, 015, 9, 340-344 Open Access Research of Data Fusion Method of Muti-Sensor Based on Correation Coefficient

More information

The influence of temperature of photovoltaic modules on performance of solar power plant

The influence of temperature of photovoltaic modules on performance of solar power plant IOSR Journa of Engineering (IOSRJEN) ISSN (e): 2250-3021, ISSN (p): 2278-8719 Vo. 05, Issue 04 (Apri. 2015), V1 PP 09-15 www.iosrjen.org The infuence of temperature of photovotaic modues on performance

More information

FORECASTING TELECOMMUNICATIONS DATA WITH AUTOREGRESSIVE INTEGRATED MOVING AVERAGE MODELS

FORECASTING TELECOMMUNICATIONS DATA WITH AUTOREGRESSIVE INTEGRATED MOVING AVERAGE MODELS FORECASTING TEECOMMUNICATIONS DATA WITH AUTOREGRESSIVE INTEGRATED MOVING AVERAGE MODES Niesh Subhash naawade a, Mrs. Meenakshi Pawar b a SVERI's Coege of Engineering, Pandharpur. nieshsubhash15@gmai.com

More information

T.C. Banwell, S. Galli. {bct, Telcordia Technologies, Inc., 445 South Street, Morristown, NJ 07960, USA

T.C. Banwell, S. Galli. {bct, Telcordia Technologies, Inc., 445 South Street, Morristown, NJ 07960, USA ON THE SYMMETRY OF THE POWER INE CHANNE T.C. Banwe, S. Gai {bct, sgai}@research.tecordia.com Tecordia Technoogies, Inc., 445 South Street, Morristown, NJ 07960, USA Abstract The indoor power ine network

More information

Traffic data collection

Traffic data collection Chapter 32 Traffic data coection 32.1 Overview Unike many other discipines of the engineering, the situations that are interesting to a traffic engineer cannot be reproduced in a aboratory. Even if road

More information

FRIEZE GROUPS IN R 2

FRIEZE GROUPS IN R 2 FRIEZE GROUPS IN R 2 MAXWELL STOLARSKI Abstract. Focusing on the Eucidean pane under the Pythagorean Metric, our goa is to cassify the frieze groups, discrete subgroups of the set of isometries of the

More information

BP neural network-based sports performance prediction model applied research

BP neural network-based sports performance prediction model applied research Avaiabe onine www.jocpr.com Journa of Chemica and Pharmaceutica Research, 204, 6(7:93-936 Research Artice ISSN : 0975-7384 CODEN(USA : JCPRC5 BP neura networ-based sports performance prediction mode appied

More information

Separation of Variables and a Spherical Shell with Surface Charge

Separation of Variables and a Spherical Shell with Surface Charge Separation of Variabes and a Spherica She with Surface Charge In cass we worked out the eectrostatic potentia due to a spherica she of radius R with a surface charge density σθ = σ cos θ. This cacuation

More information

Gauss Law. 2. Gauss s Law: connects charge and field 3. Applications of Gauss s Law

Gauss Law. 2. Gauss s Law: connects charge and field 3. Applications of Gauss s Law Gauss Law 1. Review on 1) Couomb s Law (charge and force) 2) Eectric Fied (fied and force) 2. Gauss s Law: connects charge and fied 3. Appications of Gauss s Law Couomb s Law and Eectric Fied Couomb s

More information

Related Topics Maxwell s equations, electrical eddy field, magnetic field of coils, coil, magnetic flux, induced voltage

Related Topics Maxwell s equations, electrical eddy field, magnetic field of coils, coil, magnetic flux, induced voltage Magnetic induction TEP Reated Topics Maxwe s equations, eectrica eddy fied, magnetic fied of cois, coi, magnetic fux, induced votage Principe A magnetic fied of variabe frequency and varying strength is

More information

Distribution Systems Voltage Profile Improvement with Series FACTS Devices Using Line Flow-Based Equations

Distribution Systems Voltage Profile Improvement with Series FACTS Devices Using Line Flow-Based Equations 16th NATIONAL POWER SYSTEMS CONFERENCE, 15th-17th DECEMBER, 010 386 Distribution Systems otage Profie Improvement with Series FACTS Devices Using Line Fow-Based Equations K. enkateswararao, P. K. Agarwa

More information

Limited magnitude error detecting codes over Z q

Limited magnitude error detecting codes over Z q Limited magnitude error detecting codes over Z q Noha Earief choo of Eectrica Engineering and Computer cience Oregon tate University Corvais, OR 97331, UA Emai: earief@eecsorstedu Bea Bose choo of Eectrica

More information

Data Mining Technology for Failure Prognostic of Avionics

Data Mining Technology for Failure Prognostic of Avionics IEEE Transactions on Aerospace and Eectronic Systems. Voume 38, #, pp.388-403, 00. Data Mining Technoogy for Faiure Prognostic of Avionics V.A. Skormin, Binghamton University, Binghamton, NY, 1390, USA

More information

A GENERAL METHOD FOR EVALUATING OUTAGE PROBABILITIES USING PADÉ APPROXIMATIONS

A GENERAL METHOD FOR EVALUATING OUTAGE PROBABILITIES USING PADÉ APPROXIMATIONS A GENERAL METHOD FOR EVALUATING OUTAGE PROBABILITIES USING PADÉ APPROXIMATIONS Jack W. Stokes, Microsoft Corporation One Microsoft Way, Redmond, WA 9852, jstokes@microsoft.com James A. Ritcey, University

More information

Random vector approach to the calculation of the number of railway vehicles to hold in reserve

Random vector approach to the calculation of the number of railway vehicles to hold in reserve Origina Artice Random vector approach to the cacuation of the number of raiway vehices to hod in reserve Proc IMechE Part F: J Rai and Rapid ransit 216, Vo. 23(1) 253 257! IMechE 214 Reprints and permissions:

More information

Spring Gravity Compensation Using the Noncircular Pulley and Cable For the Less-Spring Design

Spring Gravity Compensation Using the Noncircular Pulley and Cable For the Less-Spring Design The 14th IFToMM Word Congress, Taipei, Taiwan, October 25-30, 2015 DOI Number: 10.6567/IFToMM.14TH.WC.PS3.010 Spring Gravity Compensation Using the Noncircuar Puey and Cabe For the Less-Spring Design M.C.

More information

Two-sample inference for normal mean vectors based on monotone missing data

Two-sample inference for normal mean vectors based on monotone missing data Journa of Mutivariate Anaysis 97 (006 6 76 wwweseviercom/ocate/jmva Two-sampe inference for norma mean vectors based on monotone missing data Jianqi Yu a, K Krishnamoorthy a,, Maruthy K Pannaa b a Department

More information

STA 216 Project: Spline Approach to Discrete Survival Analysis

STA 216 Project: Spline Approach to Discrete Survival Analysis : Spine Approach to Discrete Surviva Anaysis November 4, 005 1 Introduction Athough continuous surviva anaysis differs much from the discrete surviva anaysis, there is certain ink between the two modeing

More information

Interconnect effects on performance of Field Programmable Analog Array

Interconnect effects on performance of Field Programmable Analog Array nterconnect effects on performance of Fied Programmabe Anaog Array D. Anderson,. Bir, O. A. Pausinsi 3, M. Spitz, K. Reiss Motoroa, SPS, Phoenix, Arizona, USA, University of Karsruhe, Karsruhe, Germany,

More information

MODELING OF A THREE-PHASE APPLICATION OF A MAGNETIC AMPLIFIER

MODELING OF A THREE-PHASE APPLICATION OF A MAGNETIC AMPLIFIER TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES MODELING OF A THREE-PHASE APPLICATION OF A MAGNETIC AMPLIFIER L. Austrin*, G. Engdah** * Saab AB, Aerosystems, S-81 88 Linköping, Sweden, ** Roya

More information

Construction of Supersaturated Design with Large Number of Factors by the Complementary Design Method

Construction of Supersaturated Design with Large Number of Factors by the Complementary Design Method Acta Mathematicae Appicatae Sinica, Engish Series Vo. 29, No. 2 (2013) 253 262 DOI: 10.1007/s10255-013-0214-6 http://www.appmath.com.cn & www.springerlink.com Acta Mathema cae Appicatae Sinica, Engish

More information

Model Calculation of n + 6 Li Reactions Below 20 MeV

Model Calculation of n + 6 Li Reactions Below 20 MeV Commun. Theor. Phys. (Beijing, China) 36 (2001) pp. 437 442 c Internationa Academic Pubishers Vo. 36, No. 4, October 15, 2001 Mode Cacuation of n + 6 Li Reactions Beow 20 MeV ZHANG Jing-Shang and HAN Yin-Lu

More information

General Certificate of Education Advanced Level Examination June 2010

General Certificate of Education Advanced Level Examination June 2010 Genera Certificate of Education Advanced Leve Examination June 2010 Human Bioogy HBI6T/Q10/task Unit 6T A2 Investigative Skis Assignment Task Sheet The effect of using one or two eyes on the perception

More information

Converting Z-number to Fuzzy Number using. Fuzzy Expected Value

Converting Z-number to Fuzzy Number using. Fuzzy Expected Value ISSN 1746-7659, Engand, UK Journa of Information and Computing Science Vo. 1, No. 4, 017, pp.91-303 Converting Z-number to Fuzzy Number using Fuzzy Expected Vaue Mahdieh Akhbari * Department of Industria

More information

General Certificate of Education Advanced Level Examination June 2010

General Certificate of Education Advanced Level Examination June 2010 Genera Certificate of Education Advanced Leve Examination June 2010 Human Bioogy HBI6T/P10/task Unit 6T A2 Investigative Skis Assignment Task Sheet The effect of temperature on the rate of photosynthesis

More information

Analysis method of feeder partition capacity considering power supply security and distributed generation

Analysis method of feeder partition capacity considering power supply security and distributed generation The 6th Internationa Conference on Renewabe Power Generation (RPG) 19 20 October 2017 Anaysis method of feeder capacity considering power suppy security and distributed generation Weifu Wang 1, Zhaojing

More information

First-Order Corrections to Gutzwiller s Trace Formula for Systems with Discrete Symmetries

First-Order Corrections to Gutzwiller s Trace Formula for Systems with Discrete Symmetries c 26 Noninear Phenomena in Compex Systems First-Order Corrections to Gutzwier s Trace Formua for Systems with Discrete Symmetries Hoger Cartarius, Jörg Main, and Günter Wunner Institut für Theoretische

More information

Turbo Codes. Coding and Communication Laboratory. Dept. of Electrical Engineering, National Chung Hsing University

Turbo Codes. Coding and Communication Laboratory. Dept. of Electrical Engineering, National Chung Hsing University Turbo Codes Coding and Communication Laboratory Dept. of Eectrica Engineering, Nationa Chung Hsing University Turbo codes 1 Chapter 12: Turbo Codes 1. Introduction 2. Turbo code encoder 3. Design of intereaver

More information

School of Electrical Engineering, University of Bath, Claverton Down, Bath BA2 7AY

School of Electrical Engineering, University of Bath, Claverton Down, Bath BA2 7AY The ogic of Booean matrices C. R. Edwards Schoo of Eectrica Engineering, Universit of Bath, Caverton Down, Bath BA2 7AY A Booean matrix agebra is described which enabes man ogica functions to be manipuated

More information

8 Digifl'.11 Cth:uits and devices

8 Digifl'.11 Cth:uits and devices 8 Digif'. Cth:uits and devices 8. Introduction In anaog eectronics, votage is a continuous variabe. This is usefu because most physica quantities we encounter are continuous: sound eves, ight intensity,

More information

Throughput Optimal Scheduling for Wireless Downlinks with Reconfiguration Delay

Throughput Optimal Scheduling for Wireless Downlinks with Reconfiguration Delay Throughput Optima Scheduing for Wireess Downinks with Reconfiguration Deay Vineeth Baa Sukumaran vineethbs@gmai.com Department of Avionics Indian Institute of Space Science and Technoogy. Abstract We consider

More information

A proposed nonparametric mixture density estimation using B-spline functions

A proposed nonparametric mixture density estimation using B-spline functions A proposed nonparametric mixture density estimation using B-spine functions Atizez Hadrich a,b, Mourad Zribi a, Afif Masmoudi b a Laboratoire d Informatique Signa et Image de a Côte d Opae (LISIC-EA 4491),

More information

Statistical Inference, Econometric Analysis and Matrix Algebra

Statistical Inference, Econometric Analysis and Matrix Algebra Statistica Inference, Econometric Anaysis and Matrix Agebra Bernhard Schipp Water Krämer Editors Statistica Inference, Econometric Anaysis and Matrix Agebra Festschrift in Honour of Götz Trenker Physica-Verag

More information

Reliability: Theory & Applications No.3, September 2006

Reliability: Theory & Applications No.3, September 2006 REDUNDANCY AND RENEWAL OF SERVERS IN OPENED QUEUING NETWORKS G. Sh. Tsitsiashvii M.A. Osipova Vadivosto, Russia 1 An opened queuing networ with a redundancy and a renewa of servers is considered. To cacuate

More information

School of Electrical Engineering, University of Bath, Claverton Down, Bath BA2 7AY

School of Electrical Engineering, University of Bath, Claverton Down, Bath BA2 7AY The ogic of Booean matrices C. R. Edwards Schoo of Eectrica Engineering, Universit of Bath, Caverton Down, Bath BA2 7AY A Booean matrix agebra is described which enabes man ogica functions to be manipuated

More information

Algorithms to solve massively under-defined systems of multivariate quadratic equations

Algorithms to solve massively under-defined systems of multivariate quadratic equations Agorithms to sove massivey under-defined systems of mutivariate quadratic equations Yasufumi Hashimoto Abstract It is we known that the probem to sove a set of randomy chosen mutivariate quadratic equations

More information

PHYS 110B - HW #1 Fall 2005, Solutions by David Pace Equations referenced as Eq. # are from Griffiths Problem statements are paraphrased

PHYS 110B - HW #1 Fall 2005, Solutions by David Pace Equations referenced as Eq. # are from Griffiths Problem statements are paraphrased PHYS 110B - HW #1 Fa 2005, Soutions by David Pace Equations referenced as Eq. # are from Griffiths Probem statements are paraphrased [1.] Probem 6.8 from Griffiths A ong cyinder has radius R and a magnetization

More information

Stochastic Complement Analysis of Multi-Server Threshold Queues. with Hysteresis. Abstract

Stochastic Complement Analysis of Multi-Server Threshold Queues. with Hysteresis. Abstract Stochastic Compement Anaysis of Muti-Server Threshod Queues with Hysteresis John C.S. Lui The Dept. of Computer Science & Engineering The Chinese University of Hong Kong Leana Goubchik Dept. of Computer

More information

A Solution to the 4-bit Parity Problem with a Single Quaternary Neuron

A Solution to the 4-bit Parity Problem with a Single Quaternary Neuron Neura Information Processing - Letters and Reviews Vo. 5, No. 2, November 2004 LETTER A Soution to the 4-bit Parity Probem with a Singe Quaternary Neuron Tohru Nitta Nationa Institute of Advanced Industria

More information

Simplified analysis of EXAFS data and determination of bond lengths

Simplified analysis of EXAFS data and determination of bond lengths Indian Journa of Pure & Appied Physics Vo. 49, January 0, pp. 5-9 Simpified anaysis of EXAFS data and determination of bond engths A Mishra, N Parsai & B D Shrivastava * Schoo of Physics, Devi Ahiya University,

More information

Steepest Descent Adaptation of Min-Max Fuzzy If-Then Rules 1

Steepest Descent Adaptation of Min-Max Fuzzy If-Then Rules 1 Steepest Descent Adaptation of Min-Max Fuzzy If-Then Rues 1 R.J. Marks II, S. Oh, P. Arabshahi Λ, T.P. Caude, J.J. Choi, B.G. Song Λ Λ Dept. of Eectrica Engineering Boeing Computer Services University

More information

Combining reaction kinetics to the multi-phase Gibbs energy calculation

Combining reaction kinetics to the multi-phase Gibbs energy calculation 7 th European Symposium on Computer Aided Process Engineering ESCAPE7 V. Pesu and P.S. Agachi (Editors) 2007 Esevier B.V. A rights reserved. Combining reaction inetics to the muti-phase Gibbs energy cacuation

More information

Multiple Beam Interference

Multiple Beam Interference MutipeBeamInterference.nb James C. Wyant 1 Mutipe Beam Interference 1. Airy's Formua We wi first derive Airy's formua for the case of no absorption. ü 1.1 Basic refectance and transmittance Refected ight

More information

Online Appendices for The Economics of Nationalism (Xiaohuan Lan and Ben Li)

Online Appendices for The Economics of Nationalism (Xiaohuan Lan and Ben Li) Onine Appendices for The Economics of Nationaism Xiaohuan Lan and Ben Li) A. Derivation of inequaities 9) and 10) Consider Home without oss of generaity. Denote gobaized and ungobaized by g and ng, respectivey.

More information

Adjustment of automatic control systems of production facilities at coal processing plants using multivariant physico- mathematical models

Adjustment of automatic control systems of production facilities at coal processing plants using multivariant physico- mathematical models IO Conference Series: Earth and Environmenta Science AER OEN ACCESS Adjustment of automatic contro systems of production faciities at coa processing pants using mutivariant physico- mathematica modes To

More information

International Journal of Mass Spectrometry

International Journal of Mass Spectrometry Internationa Journa of Mass Spectrometry 280 (2009) 179 183 Contents ists avaiabe at ScienceDirect Internationa Journa of Mass Spectrometry journa homepage: www.esevier.com/ocate/ijms Stark mixing by ion-rydberg

More information

DISTRIBUTION OF TEMPERATURE IN A SPATIALLY ONE- DIMENSIONAL OBJECT AS A RESULT OF THE ACTIVE POINT SOURCE

DISTRIBUTION OF TEMPERATURE IN A SPATIALLY ONE- DIMENSIONAL OBJECT AS A RESULT OF THE ACTIVE POINT SOURCE DISTRIBUTION OF TEMPERATURE IN A SPATIALLY ONE- DIMENSIONAL OBJECT AS A RESULT OF THE ACTIVE POINT SOURCE Yury Iyushin and Anton Mokeev Saint-Petersburg Mining University, Vasiievsky Isand, 1 st ine, Saint-Petersburg,

More information

A Simple and Efficient Algorithm of 3-D Single-Source Localization with Uniform Cross Array Bing Xue 1 2 a) * Guangyou Fang 1 2 b and Yicai Ji 1 2 c)

A Simple and Efficient Algorithm of 3-D Single-Source Localization with Uniform Cross Array Bing Xue 1 2 a) * Guangyou Fang 1 2 b and Yicai Ji 1 2 c) A Simpe Efficient Agorithm of 3-D Singe-Source Locaization with Uniform Cross Array Bing Xue a * Guangyou Fang b Yicai Ji c Key Laboratory of Eectromagnetic Radiation Sensing Technoogy, Institute of Eectronics,

More information

A Novel Learning Method for Elman Neural Network Using Local Search

A Novel Learning Method for Elman Neural Network Using Local Search Neura Information Processing Letters and Reviews Vo. 11, No. 8, August 2007 LETTER A Nove Learning Method for Eman Neura Networ Using Loca Search Facuty of Engineering, Toyama University, Gofuu 3190 Toyama

More information

Mathematical Model for Potassium Release from Polymer-coated Fertiliser

Mathematical Model for Potassium Release from Polymer-coated Fertiliser ARTICLE IN PRESS Biosystems Engineering (2004) 88 (3), 395 400 Avaiabe onine at www.sciencedirect.com doi:10.1016/j.biosystemseng.2004.03.004 SW}Soi and Water Mathematica Mode for Potassium Reease from

More information

Chemical Kinetics Part 2

Chemical Kinetics Part 2 Integrated Rate Laws Chemica Kinetics Part 2 The rate aw we have discussed thus far is the differentia rate aw. Let us consider the very simpe reaction: a A à products The differentia rate reates the rate

More information

High-order approximations to the Mie series for electromagnetic scattering in three dimensions

High-order approximations to the Mie series for electromagnetic scattering in three dimensions Proceedings of the 9th WSEAS Internationa Conference on Appied Mathematics Istanbu Turkey May 27-29 2006 (pp199-204) High-order approximations to the Mie series for eectromagnetic scattering in three dimensions

More information

Reliability Improvement with Optimal Placement of Distributed Generation in Distribution System

Reliability Improvement with Optimal Placement of Distributed Generation in Distribution System Reiabiity Improvement with Optima Pacement of Distributed Generation in Distribution System N. Rugthaicharoencheep, T. Langtharthong Abstract This paper presents the optima pacement and sizing of distributed

More information

Asynchronous Control for Coupled Markov Decision Systems

Asynchronous Control for Coupled Markov Decision Systems INFORMATION THEORY WORKSHOP (ITW) 22 Asynchronous Contro for Couped Marov Decision Systems Michae J. Neey University of Southern Caifornia Abstract This paper considers optima contro for a coection of

More information

SEA Subsystem Attribute Correction Based on Stiffness Multipliers

SEA Subsystem Attribute Correction Based on Stiffness Multipliers Internationa Conference on Eectrica, Mechanica and Industria Engineering (ICEMIE 016) SEA Subsystem Attribute Correction Based on Stiffness Mutipiers Jie Gao1,* and Yong Yang 1 Coege of hysics and Information

More information

RELUCTANCE The resistance of a material to the flow of charge (current) is determined for electric circuits by the equation

RELUCTANCE The resistance of a material to the flow of charge (current) is determined for electric circuits by the equation INTRODUCTION Magnetism pays an integra part in amost every eectrica device used today in industry, research, or the home. Generators, motors, transformers, circuit breakers, teevisions, computers, tape

More information

ACB REVETMENT DESIGN FACTOR OF SAFETY METHOD TEK 11-12A

ACB REVETMENT DESIGN FACTOR OF SAFETY METHOD TEK 11-12A An information series from the nationa authority on concrete masonry technoogy ACB REVETMENT DESIGN FACTOR OF SAFETY METHOD TEK -A Articuating Concrete Bocks (ACBs) () INTRODUCTION This TEK is intended

More information

Approach to Identifying Raindrop Vibration Signal Detected by Optical Fiber

Approach to Identifying Raindrop Vibration Signal Detected by Optical Fiber Sensors & Transducers, o. 6, Issue, December 3, pp. 85-9 Sensors & Transducers 3 by IFSA http://www.sensorsporta.com Approach to Identifying Raindrop ibration Signa Detected by Optica Fiber ongquan QU,

More information

AQA GCSE. Higher tier Suitable for GCSE Biology and GCSE Combined Science Trilogy Answers online. Biology. James Napier

AQA GCSE. Higher tier Suitable for GCSE Biology and GCSE Combined Science Trilogy Answers online. Biology. James Napier AQA sa m p e GCSE Bioogy Higher tier Suitabe for GCSE Bioogy and GCSE Combined Science Triogy Answers onine James Napier 494_AQA_GCSE_Bio_WB_P.indd 97850494 GCSE AQA Bioogy.indd /06/8 :9 PM 0/06/08 0:7

More information

Minimizing Total Weighted Completion Time on Uniform Machines with Unbounded Batch

Minimizing Total Weighted Completion Time on Uniform Machines with Unbounded Batch The Eighth Internationa Symposium on Operations Research and Its Appications (ISORA 09) Zhangiaie, China, September 20 22, 2009 Copyright 2009 ORSC & APORC, pp. 402 408 Minimizing Tota Weighted Competion

More information

Maintenance activities planning and grouping for complex structure systems

Maintenance activities planning and grouping for complex structure systems Maintenance activities panning and grouping for compex structure systems Hai Canh u, Phuc Do an, Anne Barros, Christophe Bérenguer To cite this version: Hai Canh u, Phuc Do an, Anne Barros, Christophe

More information

arxiv:hep-ph/ v1 15 Jan 2001

arxiv:hep-ph/ v1 15 Jan 2001 BOSE-EINSTEIN CORRELATIONS IN CASCADE PROCESSES AND NON-EXTENSIVE STATISTICS O.V.UTYUZH AND G.WILK The Andrzej So tan Institute for Nucear Studies; Hoża 69; 00-689 Warsaw, Poand E-mai: utyuzh@fuw.edu.p

More information

ESCI 340 Physical Meteorology Radiation Lesson 5 Terrestrial Radiation and Radiation Balance Dr. DeCaria

ESCI 340 Physical Meteorology Radiation Lesson 5 Terrestrial Radiation and Radiation Balance Dr. DeCaria ECI 30 Physica Meteoroogy Radiation Lesson 5 errestria Radiation and Radiation Baance Dr. DeCaria References: Atmospheric cience: An Introductory urvey, Waace and Hobbs An Introduction to Atmospheric Radiation,

More information

Uniprocessor Feasibility of Sporadic Tasks with Constrained Deadlines is Strongly conp-complete

Uniprocessor Feasibility of Sporadic Tasks with Constrained Deadlines is Strongly conp-complete Uniprocessor Feasibiity of Sporadic Tasks with Constrained Deadines is Strongy conp-compete Pontus Ekberg and Wang Yi Uppsaa University, Sweden Emai: {pontus.ekberg yi}@it.uu.se Abstract Deciding the feasibiity

More information

Efficiently Generating Random Bits from Finite State Markov Chains

Efficiently Generating Random Bits from Finite State Markov Chains 1 Efficienty Generating Random Bits from Finite State Markov Chains Hongchao Zhou and Jehoshua Bruck, Feow, IEEE Abstract The probem of random number generation from an uncorreated random source (of unknown

More information

XSAT of linear CNF formulas

XSAT of linear CNF formulas XSAT of inear CN formuas Bernd R. Schuh Dr. Bernd Schuh, D-50968 Kön, Germany; bernd.schuh@netcoogne.de eywords: compexity, XSAT, exact inear formua, -reguarity, -uniformity, NPcompeteness Abstract. Open

More information

On the Performance of Wireless Energy Harvesting Networks in a Boolean-Poisson Model

On the Performance of Wireless Energy Harvesting Networks in a Boolean-Poisson Model On the Performance of Wireess Energy Harvesting Networks in a Booean-Poisson Mode Han-Bae Kong, Ian Fint, Dusit Niyato, and Nicoas Privaut Schoo of Computer Engineering, Nanyang Technoogica University,

More information

MULTI-PERIOD MODEL FOR PART FAMILY/MACHINE CELL FORMATION. Objectives included in the multi-period formulation

MULTI-PERIOD MODEL FOR PART FAMILY/MACHINE CELL FORMATION. Objectives included in the multi-period formulation ationa Institute of Technoogy aicut Department of echanica Engineering ULTI-PERIOD ODEL FOR PART FAILY/AHIE ELL FORATIO Given a set of parts, processing requirements, and avaiabe resources The objective

More information

https://doi.org/ /epjconf/

https://doi.org/ /epjconf/ HOW TO APPLY THE OPTIMAL ESTIMATION METHOD TO YOUR LIDAR MEASUREMENTS FOR IMPROVED RETRIEVALS OF TEMPERATURE AND COMPOSITION R. J. Sica 1,2,*, A. Haefee 2,1, A. Jaai 1, S. Gamage 1 and G. Farhani 1 1 Department

More information

Nonlinear Analysis of Spatial Trusses

Nonlinear Analysis of Spatial Trusses Noninear Anaysis of Spatia Trusses João Barrigó October 14 Abstract The present work addresses the noninear behavior of space trusses A formuation for geometrica noninear anaysis is presented, which incudes

More information

Unit 48: Structural Behaviour and Detailing for Construction. Deflection of Beams

Unit 48: Structural Behaviour and Detailing for Construction. Deflection of Beams Unit 48: Structura Behaviour and Detaiing for Construction 4.1 Introduction Defection of Beams This topic investigates the deformation of beams as the direct effect of that bending tendency, which affects

More information

Introduction. Figure 1 W8LC Line Array, box and horn element. Highlighted section modelled.

Introduction. Figure 1 W8LC Line Array, box and horn element. Highlighted section modelled. imuation of the acoustic fied produced by cavities using the Boundary Eement Rayeigh Integra Method () and its appication to a horn oudspeaer. tephen Kirup East Lancashire Institute, Due treet, Bacburn,

More information

Lecture 6 Povh Krane Enge Williams Properties of 2-nucleon potential

Lecture 6 Povh Krane Enge Williams Properties of 2-nucleon potential Lecture 6 Povh Krane Enge Wiiams Properties of -nuceon potentia 16.1 4.4 3.6 9.9 Meson Theory of Nucear potentia 4.5 3.11 9.10 I recommend Eisberg and Resnik notes as distributed Probems, Lecture 6 1 Consider

More information

Testing for the Existence of Clusters

Testing for the Existence of Clusters Testing for the Existence of Custers Caudio Fuentes and George Casea University of Forida November 13, 2008 Abstract The detection and determination of custers has been of specia interest, among researchers

More information

Consistent linguistic fuzzy preference relation with multi-granular uncertain linguistic information for solving decision making problems

Consistent linguistic fuzzy preference relation with multi-granular uncertain linguistic information for solving decision making problems Consistent inguistic fuzzy preference reation with muti-granuar uncertain inguistic information for soving decision making probems Siti mnah Binti Mohd Ridzuan, and Daud Mohamad Citation: IP Conference

More information

<C 2 2. λ 2 l. λ 1 l 1 < C 1

<C 2 2. λ 2 l. λ 1 l 1 < C 1 Teecommunication Network Contro and Management (EE E694) Prof. A. A. Lazar Notes for the ecture of 7/Feb/95 by Huayan Wang (this document was ast LaT E X-ed on May 9,995) Queueing Primer for Muticass Optima

More information

EXPERIMENT 5 MOLAR CONDUCTIVITIES OF AQUEOUS ELECTROLYTES

EXPERIMENT 5 MOLAR CONDUCTIVITIES OF AQUEOUS ELECTROLYTES EXPERIMENT 5 MOLR CONDUCTIVITIES OF QUEOUS ELECTROLYTES Objective: To determine the conductivity of various acid and the dissociation constant, K for acetic acid a Theory. Eectrica conductivity in soutions

More information

Final Marking Guidelines 2011 examination June series. Biology Unit 6T A2 Investigative Skills Assignment. General Certificate of Education

Final Marking Guidelines 2011 examination June series. Biology Unit 6T A2 Investigative Skills Assignment. General Certificate of Education Genera Certificate of Education Bioogy Unit 6T A Investigative Skis Assignment BIO6T/P11/MG Fina Marking Guideines 011 examination June series WMP/Jun11/BIO6T/P11/MG Bioogy - AQA GCE BIO6T/P11 /Marking

More information

Chapter 4. Moving Observer Method. 4.1 Overview. 4.2 Theory

Chapter 4. Moving Observer Method. 4.1 Overview. 4.2 Theory Chapter 4 Moving Observer Method 4.1 Overview For a compete description of traffic stream modeing, one woud reuire fow, speed, and density. Obtaining these parameters simutaneousy is a difficut task if

More information

A. Distribution of the test statistic

A. Distribution of the test statistic A. Distribution of the test statistic In the sequentia test, we first compute the test statistic from a mini-batch of size m. If a decision cannot be made with this statistic, we keep increasing the mini-batch

More information

Iterative Decoding Performance Bounds for LDPC Codes on Noisy Channels

Iterative Decoding Performance Bounds for LDPC Codes on Noisy Channels Iterative Decoding Performance Bounds for LDPC Codes on Noisy Channes arxiv:cs/060700v1 [cs.it] 6 Ju 006 Chun-Hao Hsu and Achieas Anastasopouos Eectrica Engineering and Computer Science Department University

More information

Available online at ScienceDirect. IFAC PapersOnLine 50-1 (2017)

Available online at   ScienceDirect. IFAC PapersOnLine 50-1 (2017) Avaiabe onine at www.sciencedirect.com ScienceDirect IFAC PapersOnLine 50-1 (2017 3412 3417 Stabiization of discrete-time switched inear systems: Lyapunov-Metzer inequaities versus S-procedure characterizations

More information

Supplementary Material: An energy-speed-accuracy relation in complex networks for biological discrimination

Supplementary Material: An energy-speed-accuracy relation in complex networks for biological discrimination Suppementary Materia: An energy-speed-accuracy reation in compex networks for bioogica discrimination Feix Wong, 1,2 Arie Amir, 1 and Jeremy Gunawardena 2, 1 Schoo of Engineering and Appied Sciences, Harvard

More information

Approximated MLC shape matrix decomposition with interleaf collision constraint

Approximated MLC shape matrix decomposition with interleaf collision constraint Agorithmic Operations Research Vo.4 (29) 49 57 Approximated MLC shape matrix decomposition with intereaf coision constraint Antje Kiese and Thomas Kainowski Institut für Mathematik, Universität Rostock,

More information

A Systematic Approach to Modeling and Analysis of Transient Faults in Logic Circuits

A Systematic Approach to Modeling and Analysis of Transient Faults in Logic Circuits A Systematic Approach to Modeing and Anaysis of Transient Fauts in Logic Circuits Natasa Miskov-Zivanov, Diana Marcuescu Department of Eectrica and Computer Engineering Carnegie Meon University {nmiskov,dianam@ece.cmu.edu

More information

Compression Ratio Expansion for Complementary Code Set Compressing a Signal to a Width of Several Sub-pulses

Compression Ratio Expansion for Complementary Code Set Compressing a Signal to a Width of Several Sub-pulses Compression Ratio Expansion for Compementary Code Set Compressing a Signa to a Width of Severa Sub-puses Reiji Sato 2nd Research Center, Technica R and D Institute Japan Defense Agency 1-2-24 Ikejiri,

More information

Sequential Decoding of Polar Codes with Arbitrary Binary Kernel

Sequential Decoding of Polar Codes with Arbitrary Binary Kernel Sequentia Decoding of Poar Codes with Arbitrary Binary Kerne Vera Miosavskaya, Peter Trifonov Saint-Petersburg State Poytechnic University Emai: veram,petert}@dcn.icc.spbstu.ru Abstract The probem of efficient

More information

Formulas for Angular-Momentum Barrier Factors Version II

Formulas for Angular-Momentum Barrier Factors Version II BNL PREPRINT BNL-QGS-06-101 brfactor1.tex Formuas for Anguar-Momentum Barrier Factors Version II S. U. Chung Physics Department, Brookhaven Nationa Laboratory, Upton, NY 11973 March 19, 2015 abstract A

More information

Two Kinds of Parabolic Equation algorithms in the Computational Electromagnetics

Two Kinds of Parabolic Equation algorithms in the Computational Electromagnetics Avaiabe onine at www.sciencedirect.com Procedia Engineering 9 (0) 45 49 0 Internationa Workshop on Information and Eectronics Engineering (IWIEE) Two Kinds of Paraboic Equation agorithms in the Computationa

More information

PHYSICAL REVIEW B 74,

PHYSICAL REVIEW B 74, Crystaization kinetics and gass-forming abiity of buk metaic gasses Pd 40 Cu 30 Ni 10 P 20 and Zr 41.2 Ti 13.8 Cu 12.5 Ni 10 Be 22.5 from cassica theory Donghua Xu 1,2, * and Wiiam L. Johnson 1 1 Division

More information

Acoustic Nondestructive Testing and Measurement of Tension for Steel Reinforcing Members

Acoustic Nondestructive Testing and Measurement of Tension for Steel Reinforcing Members Acoustic Nondestructive Testing and Measurement of Tension for Stee Reinforcing Members Part 1 Theory by Michae K. McInerney PURPOSE: This Coasta and Hydrauics Engineering Technica Note (CHETN) describes

More information