Specification of Railway Transportation Cyber Physical Systems Using Formal Approach

Size: px
Start display at page:

Download "Specification of Railway Transportation Cyber Physical Systems Using Formal Approach"

Transcription

1 Speifiation of Railway Transportation Cyber Physial Systems Using Formal Approah Lihen Zhang *, Jifeng He and Wensheng Yu Shanghai Key Laboratory of Trustworthy Computing East China Normal University, Shanghai , China *Corresponding Author: Abstrat Transportation yber physial systems suh as automotive, aviation, and rail involve interations between software ontrollers, ommuniation networks, and physial devies. These systems are among the most omplex yber physial systems being designed by humans, but added time and ost onstraints make their development a signifiant tehnial hallenge. Formal speifiation tehnologies are now indispensable for quikly developing safe and reliable transportation systems. In this paper, we propose a formal speifiation approah for Transportation yber physial systems. The proposed formal framework is suh a formwork. On the one hand, it an deal with ontinuous-time systems based on sets of ordinary differential equations. On the other hand, it an deal with disrete-event systems, without ontinuous variables or differential equations. We present a ombination of the formal methods Timed-CSP, ZimOO and differential dynami logi (DL). Eah method an desribe ertain aspets of a transportation yber physial system: CSP an desribe ommuniation, onurrent and real-time requirements; ZimOO expresses omplex data operations; differential dynami logi (DL) model the dynamis and ontrol (DC) parts. A ase study of train ontrol system illustrates the speifiation proess for Transportation yber physial systems. Keywords: Transportation Cyber Physial Systems, ZimOO; Timed-CSP; Differential Logi 1. Introdution Transportation yber physial systems [1] onsist of three parts: the dynamis and ontrol (DC) parts, the ommuniation part and omputation part. The DC part is that of a predominantly ontinuous-time system, whih is modeled by means of differential (algebrai) equations, or by means of a set of trajetories. The evolution of a hybrid system in the ontinuous-time domain is onsidered as a set of pieewise ontinuous funtions of time. The omputation part is that of a predominantly disrete-event system. A well-known model is a (hybrid) automaton, but modeling of disrete-event systems is also based on, among others, Z,VDM, proess algebras, Petri nets, and data flow languages. Clearly, yber physial systems represent a domain where the DC, ommuniation and omputation aspets must be met, and we believe that a formalism that integrates the DC, ommuniation and omputation aspets is a valuable ontribution towards integration of the DC, ommuniation and omputation methods, tehniques, and tools [2]. In this paper, we provide some ideas for formal speifiation of transportation yber physial systems and one well known ase study to validate formal speifiation. 157

2 2. Formal Speifiation for Transportation Cyber Physial Systems There are three parts in Transportation yber physial systems. First, the physial part is physial entities of a yber physial system. It is simply that part of the systems that is not realized with omputers or digital systems. It an inlude mehanial parts, biologial or hemial proesses, or human operators. Seond, there are one or more omputational plateforms, whih onsist of sensors, atuators, one or more omputers, and (possible one or more operating systems). Third, there is a ommuniation part, whih provides the mehanisms for ommuniations and physial parts to ommuniate. Thus, we an separate yber physial systems into three parts: yber, physial, and ommuniation by aspetoriented development methods [3-5] as shown in Figure 1. Figure 1. Speifiation of Three aspets of CPS In this paper, we propose a formal approah that integrates CSP [6], ZIMOO [7] and differential dynami logi [8] to speify yber physial systems by aspet-oriented methods. The proposed approah allows us to present in a modular way the dynami ontinuous, data hanges, and timing aspets of the systems we want to verify. We use Communiating Sequential Proesses (CSP) to speify the ommuniation part, ZIMOO to desribe the state spae and its hange, and the differential dynami logi to model the dynami ontinuous of transportation yber physial systems. After the establishment of three sub-aspets models, then form a omplete system model by integrating the three sub-aspets through aspetoriented method. Z [19] is a formal language used to define data types and to show the effet of operations on these types. It laks, however, features to express the order in whih the operations are exeuted. Proess algebras [5], like CSP, on other hand, are suitable for showing the order of 158

3 the ourrene of events but lak the ability to handle omplex abstrat data types and operations. Finally, formalisms like differential dynami logi on dynami aspets [17]. ZimOO is an extended subset of Objet-Z [20-21]allowing desriptions of disrete and ontinuous features of a system in a ommon formalism ZimOO supports three different kinds of lasses: disrete as in Objet-Z, ontinuous and hybrid lasses. Thus, the system an be strutured better and the well-known suitable formalisms an be applied to desribe, analyze, and refine the different parts of the system. The bridge between the ontinuous and the disrete world is built by hybrid lasses. The differential dynami logi (dl) is a logi for speifying and verifying hybrid systems [17, 15]. The logi dl an be used to speify orretness properties for hybrid systems given operationally as hybrid programs. The basi idea for dl formulas is to have formulas of the form [α]φ to speify that the hybrid system α always remains within region φ, i.e., all states reahable by following the transitions of hybrid system α statisfy the formula φ. Dually, the dl formula <α>φ expresses that the hybrid system α is able to reah region φ, i.e., there is a state reahable by following the transitions of hybrid system α that statisfies the formula φ. For instane, the following formula expresses that for the state of a train ontroller train, the property y m always holds true when starting in a state where v 2 2b(m-y) is true: v 2 2b(my) -> [train]y m. Aspet-oriented approahes use a separation of onern strategy, in whih a set of simpler models, eah built for a speifi aspet of the system, are defined and analyzed. Eah aspet model an be onstruted and evolved relatively independently from other aspet models. Aspet-oriented speifiation is made by extending TCOZ and ZIMOO notation with aspet notations. The shema for aspet speifiation in has the general form as shown in Figure 2, Figure 3, Figure 4, and Figure 5. AspetName [generi parameters] Type and Constant Definitions Inherited Aspets PointCut State PointCut Operations InterType State InterType Operations Composite Shema Figure 2. Aspets of Model Struture PointCutName Type and Constant Definitions ClassRef / AspetRef Prediates Figure 3. PointCut Operation Shema of Struture 159

4 JoinPoint Composition Composition Rule:= JoinPoint 1 JoinPoint 2 JoinPoint n $p 1, p 2 :Pointut Ù $ j ÎJoinpoint Ù bî BasiModel Ù jîp 1 p 2. p 1 = p 2 Þ W(b,{p 1, p 2 })=W(W(b,p 1 ),p 2 ) Figure 4. Composition Shema of Struture PointCut state := PointCut PointName:P jionpoint InterType state := TypeName:Delaration PointCut operation := PointCutName ΩClassRef/AspetRef Type definitions [Insert/Replae]Prediates InterType operation := TypeName::opreationName Type definitions Prediates Composition shema := Composition JointPoint Composition rule:= PointName 1 PointName 2 PointName m _ _:Pointut Name PointutName p1,p2:pointutname j Joinpoint B Basi model j p1 P2 p1=p2 =>W(b{p1,p2})=W(W,(b,p2),p1) Figure 5. Speifiation of Operations and Shema 3. Case Study: Formal Speifiation of Train Control Systems Figure 6 surveys the ontroller arhiteture we want to speify in this ase study [9-12]. In the entre of the diagram is the train ontroller whose purposes are to limit the speed of the train, deide when it is time to swith points and seure rossings, and make sure that the train does not enter them too early. The odometer keeps trak of the speed and position of the train. The position is measured by various means. The speed ontroller supervises the speed and makes sure that it does not exeed the limit set by the train ontroller, otherwise it automatially slows down the train. When the speed limit is set to zero, the train will break until it omes to a safe halt. The ommuniation with rossings is done by the radio ontroller. Trak Data Radio ontroller Train ontroller Odometer Speed ontroller Figure 6. Logi Struture of Train Dispathing 160

5 Safety and seurity are very are important in our life [18, 22], we should use formal tehnique to speify train ontrol systems. The first aspet is ommuniation. Formal methods is very power to make strit speifiation [13]. Most of the ommuniations are initiated by the train ontroller itself, e.g., the train ontroller deides when it is time to seure a trak element. But there are also ommuniations initiated externally, e.g., the signal that is sent when a rossing affirms that it is safe. These ommuniations an be naturally modelled with CSP [14]. As an example we an model the loop supervising the speed in CSP by the following reursive equation: Radio _ om SuperviseTrain 1 SuperviseTrain 2 SuperviseTrain 1 getspd getpos almaxspd setmaxspd SuperviseTrain 1 SuperviseTrain 2 There are two ommuniation operation for train (ontroler)part: one is to report the situation of urrent train, another is to supervise the situation of train movement. The CSP model is as follows: Train _ om Re port Supervise Re port reportinfo Re port Supervise superviseinfo Supervise The ommuniation model of the whole transport systems is expressed by CSP as follows: Main radio _ om train _ om OtherParal lel Pr oess The purpose of the train ontrol system is to ensure that train annot rash into other trains or pass open gates. Its seondary objetive is to maximize throughput and veloity without endangering safety. Permission to move is granted dynamially by deentralized Radio Blok Controllers (RBCs) depending on the urrent trak situation and movement of the other traffi agents within the region of responsibility of the RBC as shown in Figure 7. We assume that an MA (movement authority) has been granted up to some trak position, whih we an all in, and the train is loated at position z, heading with urrent speed v towards m. We represent the point SB as the safety distane s relative to the end m of the MA (i.e., m-s=sb). In this situation, differential dynami logi (dl) [15-16] an speify the following ruial safety property of the train ontrol system, whih we state as a DL formula as shown in Figure 8. It expresses that a train always remains with its MA. 161

6 RBC z SB s m Figure 7. Train Coordination Protool ( ontrol ; dirve)* z m where ontrol (? m z s; a : b ) (? m - z s; a : A), drive : 0;( z ' v, v ' a, ' 1& v 0 Ù ). Figure 8. Safety Property of the Train Control System A trak element has a unique identifier id and an be either a rossing or a point. The assoiated danger position is stored in pos as shown in Figure 9. TrakElement id:identifier type:type pos:position Figure 9. Speifiation of Trak Element The trak atlas ontains information about trak elements, urrent speed, urrent position, diretion and the maximum speed for eah trak segment. It is also represented by a Z shema as shown in Figure 10. TrakData id:identifier pos:position dir:diretion ur_spd:speed max_spd:speed ur_time:time Elems:seq_TrakElement Figure 10. Speifiation of Trak Data 162

7 The train ontrol is deomposed into different sub-aspets so that omplex appliation is deomposed into simple small aspets. For train ontrol, first, the ommuniation hannels of the lass are delared. Every hannel has a type whih restrits the values that it an ommuniate. There are also loal hannels that are visible only inside the lass and that are used by the CSP, ZIMOO, and differential dynami logi (dl) parts for interation. Seond, the CSP part follows; it is given by a system of (reursive) proess equations. Third, the Z part is given whih itself onsists of the state spae, the Init shema and ommuniation shemas. For eah ommuniation event a orresponding ommuniation shema speifies in whih way the state should be hanged when the event ours. Finally, below a horizontal line the differential dynami logi (dl) part is stated. Classes an be ombined into larger speifiations by CSP operators like parallel omposition, hiding and renaming. Figure 11 gives out the model of the train ontrol. TrainController Train _ om Re port Supervise Re port reportinfo Re port Supervise sup erviseinfo Supervise [CSP part] position:[p!:position] han speed:[s?:speed] han t:[t?:time] han state:[state?state]han Init t=time now speed=0 positon=position now om_reportinfo position!=position speed!=speed om_reeiveinfo Δ(t,maxSpeed) maxspeed =maxspeed om_superviseinfo Δ(t,speed,position) speed?:speed position?:position speed =speed 0<speed<maxSpeed position =Position om_log Δ(t,reord) reord =reord ( ontrol ; dirve)* position dangerpositon where ontrol (? dangerposition position d; a : b) (? dangerposition - position d; [DLpart] a : A), run : 0; ( position ' v, v' a, ' 1& v 0 Ù ). Figure 11. Modeling Train Controller by the Integration of CSP, ZIMOO and Differential Dynami Logi (dl) 163

8 The movement permissions of trains are neither known beforehand nor fixed statially. They are determined based on the urrent trak situation by a Radio Blok Controller (RBC). Trains are only allowed to move within their urrent movement authority (MA), whih an be updated by the RBC using wireless ommuniation. Hene the train ontroller needs to regulate the movement of a train loally suh that it always remains within its MA. The RBC is modeled by CSP, ZIMOO, and differential dynami logi (dl) as shown in Figure 12 and Figure 13. train:seq Position speed:seq Speed maxspeed:speed emergenytrain:n d:position a:r n:n brakingdist:speed Position n # train # speed 0 d brakingdist (max Speed ) s, s ': Speed s s ' brakingdist ( s ) brakingdist ( s ') Figure 12. State Spae of Radio Controller RadioController Radio _ om SuperviseTrain 1 SuperviseTrain 2 SuperviseTrain 2 SuperviseTrain 1 getspd getpos almaxspd setmaxspd SuperviseTrain 1 train:seq Position speed:seq Speed maxspeed:speed emergenytrain:n d:position a:r n:n brakingdist:speed Position n # train # speed 0 d brakingdist (max Speed ) s, s ': Speed s s ' brakingdist ( s ) brakingdist ( s ') Init emergenyt rain n i : dom speed 0 speed ( i ) max Speed i : dom train i 1trian ( i ) train ( i 1) brakingdis t ( speed ( i )) om_supervisetrain ( speed, emergenytrain ) newemergenytrain? : N newemergenytrain? n emergenytrain' min{ newemergenytrain?, emergenytrain} speed '( emergenytrain') 0 i Î N i emergenytrain' speed '( i ) speed ( i ) Figure 13. Speifition of Radio Blok Controller 164

9 In the shema CrossController, train represents the partiular finite set of potential Trains embodied in the systems. All of the trains need not atually exist at any partiular time, in this sense they are like Trains with a unique segments being reserved for all possible Train segments instantiations during the lifetime of the system. The importane funtion gives a user-assigned priority to eah train and is hosen aording to how ritial thr Trains is to the safe and orret funtion of the system. The shema CrossController desribes the information neessary to shedule proesses in a running systems as shown in Figure 14. CrossController[X] train : Train tstate: Train Tstate shed : Train Pr iority swith : Swith running : Train { } t : Train Tstate ( t ) freet dom Shed t : Train Tstate ( t ) free Shed ( t ) impor tan e( t ) let Re adytrain domtstate {Re ady} Re adytrain Þ running Re adytrian Þ ( Shed ( Running ) max Shed ( Re adytrian ) Ù Init Swith=off runningî Re adytrain) entercrossing Δ(swith) readytrain?:train swith=off leavecrossing Δ(swith) readytrain?:train swith=on Main r entercrossin g leavecrossin g Figure 14. Speifiation of Crossing Control Logs monitor system behavior. Whether you are running train ontrol systems, whether eah event happens, all of these have some sort of event logging inbuilt into them. Any time your system reats to anything an event log is generated as shown in Figure

10 Log[X] log:seq X reord:han Add Δ(reord) x?:x reord ' reord Ù Main L Write Write x : X reod? x Add Ù Figure 15. Speifiation of PonitCut PC 1 :{rosscontroller} PointCut PC 2 :{Log} PC 1 state =rosscontroller[position,speed] PC 2 reord =Log[reord] Composition Compostion rule:=pc 2 PC 1 4. Conlusion Figure 16. Composition of the System In this paper we proposed to use formal speifiation for transportation yber physial systems based on the ombination of the formal methods Timed-CSP, ZimOO and differential dynami logi. A ase study of train ontrol system was used to illustrate the speifiation proess of formal speifiation for Transportation yber physial systems. The further work is devoted to integrated formal speifiation with AADL further. Aknowledgements This work is supported by Shanghai 085 Projet for Muniipal Universities and the Innovation Program of Shanghai Muniipal Eduation Commission under grant No. ZF1213, national high tehnology researh and development program of China (No.2011AA010101), national basi researh program of China (No.2011CB302904), the national siene 166

11 foundation of China under grant No , No , No , No ), dotoral program foundation of institutions of higher eduation of China (No ), national; siene foundation of Guangdong provine under grant (No.S ). Referenes [1] Grand Challenges for transportation Cyber-Physial Systems, [2] E. A. Lee and S. A. Seshia, Introdution to Embedded Systems A Cyber-Physial Systems Approah, Berkeley, CA: LeeSeshia.org, (2011). [3] G. Kizales, Aspet-Oriented Programming, Pro. of the 11 th European Conf. on Objet-Oriented Programming, (1997) June. [4] X. Wen and H. Yu, Real-Time Systems Modeling and Verifiation with Aspet-Oriented Timed Stateharts, International Journal of Hybrid Information Tehnology, vol. 5, no. 1, (2012) January, pp [5] J. Y. Liu, L. C. Zhang, Y. Zhong and Y. Chen, Middleware-based Distributed Systems Software Proess, International Journal of Advaned Siene and Tehnology, vol. 13, (2009) Deember, pp [6] J. Davies and S. Shneider, A Brief History of Timed CSP, Theoretial Computer Siene, vol. 138, no. (1995), pp [7] V. Friesen, An Exerise in Hybrid System Speifiation Using an Extension of Z, iteseerx.ist.psu.edu/viewdo/download?doi= &rep. [8] A. Platzer, Differential dynami logi for verifying parametri hybrid systems, LNCS 4548, Springer, (2007), pp [9] J. Hoenike, Speifiation of Radio Based Railway Crossings with the Combination of CSP, OZ, and DC, [10] J. Faber, S. Jaobs and V. Sofronie-Stokkermans, Verifying CSP-OZ-DC Speifiations with Complex Data Typesand Timing Parameters, Integrated Formal Methods, (2007), July 3 rd. [11] P. Derler, E. A. Lee and A. Sangiovanni-Vinentelli, Modeling Cyber-Physial Systems, Proeedings of the IEEE speial issue on CPS, (2011) Deember. [12] J. Hoenike, Combination of Proesses, Data, and Time, PhD thesis, University of Oldenburg, (2006) July. [13] C. F. Ngolah and Y. Wang, Tool Support for Software Development Based on Formal Speifiations in RTPA, International Journal of Software Engineering and Its Appliations, vol. 3, no. 3, (2009) July, pp [14] A. Sherif, A. Cavalanti, J. He and A. Sampaio, A proess algebrai framework for speifiation and validation of real-time systems, Formal Asp. Comput., vol. 22, no. 2, (2010), pp [15] A. Platzer, Differential dynami logi for hybrid systems, Journal of Automated Reasoning, vol. 41, no. 2, (2008), pp [16] A. Platzer, Differential dynami logi for verifying parametri hybrid systems, LNCS 4548, Springer, (2007), pp [17] S. Rekhis, N. Bouassida, R. Bouaziz, C. Duvallet and B. Sadeg, Modeling Real-Time appliations with Reusable Design Patterns, International Journal of Advaned Siene and Tehnology, vol. 22, September (2010), pp [18] M. B. Swarup and P. S. Ramaiah, A Software Safety Model for Safety Critial Appliations, International Journal of Software Engineering and Its Appliations, vol. 3, no. 4, (2009) Otober, pp [19] J. Spivey, The Z Notation: A Referne Manual (2rd Edition), Prentie Hall, UK, (1992). [20] G. Smith, The Objet-Z Speifiation Language, Software Verifiation Researh Centre University of Queensland, (2000). [21] B. P. Mahony and J. S. Dong, Blending Objet-Z and Timed CSP: An introdution to TCOZ, ICSE'98, (1998) April. [22] F. Y. Sattarova and T. -h. Kim, IT Seurity Review: Privay, Protetion, Aess Control, Assurane and System Seurity, International Journal of Multimedia and Ubiquitous Engineering, vol. 2, no. 2, (2007), April, pp

12 168

Formal Specification for Transportation Cyber Physical Systems

Formal Specification for Transportation Cyber Physical Systems Formal Speifiation for Transportation Cyber Physial Systems ihen Zhang, Jifeng He and Wensheng Yu Shanghai Key aboratory of Trustworthy Computing East China Normal University Shanghai 200062, China Zhanglihen1962@163.om

More information

Control Theory association of mathematics and engineering

Control Theory association of mathematics and engineering Control Theory assoiation of mathematis and engineering Wojieh Mitkowski Krzysztof Oprzedkiewiz Department of Automatis AGH Univ. of Siene & Tehnology, Craow, Poland, Abstrat In this paper a methodology

More information

AC : A GRAPHICAL USER INTERFACE (GUI) FOR A UNIFIED APPROACH FOR CONTINUOUS-TIME COMPENSATOR DESIGN

AC : A GRAPHICAL USER INTERFACE (GUI) FOR A UNIFIED APPROACH FOR CONTINUOUS-TIME COMPENSATOR DESIGN AC 28-1986: A GRAPHICAL USER INTERFACE (GUI) FOR A UNIFIED APPROACH FOR CONTINUOUS-TIME COMPENSATOR DESIGN Minh Cao, Wihita State University Minh Cao ompleted his Bahelor s of Siene degree at Wihita State

More information

Millennium Relativity Acceleration Composition. The Relativistic Relationship between Acceleration and Uniform Motion

Millennium Relativity Acceleration Composition. The Relativistic Relationship between Acceleration and Uniform Motion Millennium Relativity Aeleration Composition he Relativisti Relationship between Aeleration and niform Motion Copyright 003 Joseph A. Rybzyk Abstrat he relativisti priniples developed throughout the six

More information

The Laws of Acceleration

The Laws of Acceleration The Laws of Aeleration The Relationships between Time, Veloity, and Rate of Aeleration Copyright 2001 Joseph A. Rybzyk Abstrat Presented is a theory in fundamental theoretial physis that establishes the

More information

Complexity of Regularization RBF Networks

Complexity of Regularization RBF Networks Complexity of Regularization RBF Networks Mark A Kon Department of Mathematis and Statistis Boston University Boston, MA 02215 mkon@buedu Leszek Plaskota Institute of Applied Mathematis University of Warsaw

More information

The Unified Geometrical Theory of Fields and Particles

The Unified Geometrical Theory of Fields and Particles Applied Mathematis, 014, 5, 347-351 Published Online February 014 (http://www.sirp.org/journal/am) http://dx.doi.org/10.436/am.014.53036 The Unified Geometrial Theory of Fields and Partiles Amagh Nduka

More information

A Queueing Model for Call Blending in Call Centers

A Queueing Model for Call Blending in Call Centers A Queueing Model for Call Blending in Call Centers Sandjai Bhulai and Ger Koole Vrije Universiteit Amsterdam Faulty of Sienes De Boelelaan 1081a 1081 HV Amsterdam The Netherlands E-mail: {sbhulai, koole}@s.vu.nl

More information

Nonreversibility of Multiple Unicast Networks

Nonreversibility of Multiple Unicast Networks Nonreversibility of Multiple Uniast Networks Randall Dougherty and Kenneth Zeger September 27, 2005 Abstrat We prove that for any finite direted ayli network, there exists a orresponding multiple uniast

More information

Parallel disrete-event simulation is an attempt to speed-up the simulation proess through the use of multiple proessors. In some sense parallel disret

Parallel disrete-event simulation is an attempt to speed-up the simulation proess through the use of multiple proessors. In some sense parallel disret Exploiting intra-objet dependenies in parallel simulation Franeso Quaglia a;1 Roberto Baldoni a;2 a Dipartimento di Informatia e Sistemistia Universita \La Sapienza" Via Salaria 113, 198 Roma, Italy Abstrat

More information

Normative and descriptive approaches to multiattribute decision making

Normative and descriptive approaches to multiattribute decision making De. 009, Volume 8, No. (Serial No.78) China-USA Business Review, ISSN 57-54, USA Normative and desriptive approahes to multiattribute deision making Milan Terek (Department of Statistis, University of

More information

Computer Science 786S - Statistical Methods in Natural Language Processing and Data Analysis Page 1

Computer Science 786S - Statistical Methods in Natural Language Processing and Data Analysis Page 1 Computer Siene 786S - Statistial Methods in Natural Language Proessing and Data Analysis Page 1 Hypothesis Testing A statistial hypothesis is a statement about the nature of the distribution of a random

More information

Aircraft CAS Design with Input Saturation Using Dynamic Model Inversion

Aircraft CAS Design with Input Saturation Using Dynamic Model Inversion International Journal of Control, Automation, and Systems Vol., No. 3, September 003 35 Airraft CAS Design with Input Saturation sing Dynami Model Inversion Sangsoo Lim and Byoung Soo Kim Abstrat: This

More information

International Journal of Electronics and Computer Science Engineering 817. Available Online at ISSN

International Journal of Electronics and Computer Science Engineering 817. Available Online at   ISSN International Journal of Eletronis and Computer Siene Engineering 817 Available Online at www.ijese.org ISSN- 2277-1956 A Duly Synhronized, Straightforward Approah For Realizing the General Charateristis

More information

Sufficient Conditions for a Flexible Manufacturing System to be Deadlocked

Sufficient Conditions for a Flexible Manufacturing System to be Deadlocked Paper 0, INT 0 Suffiient Conditions for a Flexile Manufaturing System to e Deadloked Paul E Deering, PhD Department of Engineering Tehnology and Management Ohio University deering@ohioedu Astrat In reent

More information

Relativistic Dynamics

Relativistic Dynamics Chapter 7 Relativisti Dynamis 7.1 General Priniples of Dynamis 7.2 Relativisti Ation As stated in Setion A.2, all of dynamis is derived from the priniple of least ation. Thus it is our hore to find a suitable

More information

Lightpath routing for maximum reliability in optical mesh networks

Lightpath routing for maximum reliability in optical mesh networks Vol. 7, No. 5 / May 2008 / JOURNAL OF OPTICAL NETWORKING 449 Lightpath routing for maximum reliability in optial mesh networks Shengli Yuan, 1, * Saket Varma, 2 and Jason P. Jue 2 1 Department of Computer

More information

DIGITAL DISTANCE RELAYING SCHEME FOR PARALLEL TRANSMISSION LINES DURING INTER-CIRCUIT FAULTS

DIGITAL DISTANCE RELAYING SCHEME FOR PARALLEL TRANSMISSION LINES DURING INTER-CIRCUIT FAULTS CHAPTER 4 DIGITAL DISTANCE RELAYING SCHEME FOR PARALLEL TRANSMISSION LINES DURING INTER-CIRCUIT FAULTS 4.1 INTRODUCTION Around the world, environmental and ost onsiousness are foring utilities to install

More information

A NONLILEAR CONTROLLER FOR SHIP AUTOPILOTS

A NONLILEAR CONTROLLER FOR SHIP AUTOPILOTS Vietnam Journal of Mehanis, VAST, Vol. 4, No. (), pp. A NONLILEAR CONTROLLER FOR SHIP AUTOPILOTS Le Thanh Tung Hanoi University of Siene and Tehnology, Vietnam Abstrat. Conventional ship autopilots are

More information

Formal Verification by Model Checking

Formal Verification by Model Checking Outline Formal Verifiation by Model Cheking Natasha Sharygina Carnegie Mellon University Guest Letures at the Analysis of Software Artifats Class, Spring 2005 1 Leture 1: Overview of Model Cheking Leture

More information

Counting Idempotent Relations

Counting Idempotent Relations Counting Idempotent Relations Beriht-Nr. 2008-15 Florian Kammüller ISSN 1436-9915 2 Abstrat This artile introdues and motivates idempotent relations. It summarizes haraterizations of idempotents and their

More information

Probabilistic and nondeterministic aspects of Anonymity 1

Probabilistic and nondeterministic aspects of Anonymity 1 MFPS XX1 Preliminary Version Probabilisti and nondeterministi aspets of Anonymity 1 Catusia Palamidessi 2 INRIA and LIX Éole Polytehnique, Rue de Salay, 91128 Palaiseau Cedex, FRANCE Abstrat Anonymity

More information

Hankel Optimal Model Order Reduction 1

Hankel Optimal Model Order Reduction 1 Massahusetts Institute of Tehnology Department of Eletrial Engineering and Computer Siene 6.245: MULTIVARIABLE CONTROL SYSTEMS by A. Megretski Hankel Optimal Model Order Redution 1 This leture overs both

More information

IMPEDANCE EFFECTS OF LEFT TURNERS FROM THE MAJOR STREET AT A TWSC INTERSECTION

IMPEDANCE EFFECTS OF LEFT TURNERS FROM THE MAJOR STREET AT A TWSC INTERSECTION 09-1289 Citation: Brilon, W. (2009): Impedane Effets of Left Turners from the Major Street at A TWSC Intersetion. Transportation Researh Reord Nr. 2130, pp. 2-8 IMPEDANCE EFFECTS OF LEFT TURNERS FROM THE

More information

An Integrated Architecture of Adaptive Neural Network Control for Dynamic Systems

An Integrated Architecture of Adaptive Neural Network Control for Dynamic Systems An Integrated Arhiteture of Adaptive Neural Network Control for Dynami Systems Robert L. Tokar 2 Brian D.MVey2 'Center for Nonlinear Studies, 2Applied Theoretial Physis Division Los Alamos National Laboratory,

More information

Particle-wave symmetry in Quantum Mechanics And Special Relativity Theory

Particle-wave symmetry in Quantum Mechanics And Special Relativity Theory Partile-wave symmetry in Quantum Mehanis And Speial Relativity Theory Author one: XiaoLin Li,Chongqing,China,hidebrain@hotmail.om Corresponding author: XiaoLin Li, Chongqing,China,hidebrain@hotmail.om

More information

State Diagrams. Margaret M. Fleck. 14 November 2011

State Diagrams. Margaret M. Fleck. 14 November 2011 State Diagrams Margaret M. Flek 14 November 2011 These notes over state diagrams. 1 Introdution State diagrams are a type of direted graph, in whih the graph nodes represent states and labels on the graph

More information

INTERNATIONAL JOURNAL OF CIVIL AND STRUCTURAL ENGINEERING Volume 2, No 4, 2012

INTERNATIONAL JOURNAL OF CIVIL AND STRUCTURAL ENGINEERING Volume 2, No 4, 2012 INTERNATIONAL JOURNAL OF CIVIL AND STRUCTURAL ENGINEERING Volume, No 4, 01 Copyright 010 All rights reserved Integrated Publishing servies Researh artile ISSN 0976 4399 Strutural Modelling of Stability

More information

Development of an efficient finite element model for the dynamic analysis of the train-bridge interaction

Development of an efficient finite element model for the dynamic analysis of the train-bridge interaction Development of an effiient finite element model for the dynami analysis of the train-bridge interation S. Neves, A. Azevedo & R. Calçada Faulty of Engineering, University of Porto, Porto, Portugal ABSTRACT:

More information

Physical Laws, Absolutes, Relative Absolutes and Relativistic Time Phenomena

Physical Laws, Absolutes, Relative Absolutes and Relativistic Time Phenomena Page 1 of 10 Physial Laws, Absolutes, Relative Absolutes and Relativisti Time Phenomena Antonio Ruggeri modexp@iafria.om Sine in the field of knowledge we deal with absolutes, there are absolute laws that

More information

Assessing the Performance of a BCI: A Task-Oriented Approach

Assessing the Performance of a BCI: A Task-Oriented Approach Assessing the Performane of a BCI: A Task-Oriented Approah B. Dal Seno, L. Mainardi 2, M. Matteui Department of Eletronis and Information, IIT-Unit, Politenio di Milano, Italy 2 Department of Bioengineering,

More information

Average Rate Speed Scaling

Average Rate Speed Scaling Average Rate Speed Saling Nikhil Bansal David P. Bunde Ho-Leung Chan Kirk Pruhs May 2, 2008 Abstrat Speed saling is a power management tehnique that involves dynamially hanging the speed of a proessor.

More information

Searching All Approximate Covers and Their Distance using Finite Automata

Searching All Approximate Covers and Their Distance using Finite Automata Searhing All Approximate Covers and Their Distane using Finite Automata Ondřej Guth, Bořivoj Melihar, and Miroslav Balík České vysoké učení tehniké v Praze, Praha, CZ, {gutho1,melihar,alikm}@fel.vut.z

More information

Speed-feedback Direct-drive Control of a Low-speed Transverse Flux-type Motor with Large Number of Poles for Ship Propulsion

Speed-feedback Direct-drive Control of a Low-speed Transverse Flux-type Motor with Large Number of Poles for Ship Propulsion Speed-feedbak Diret-drive Control of a Low-speed Transverse Flux-type Motor with Large Number of Poles for Ship Propulsion Y. Yamamoto, T. Nakamura 2, Y. Takada, T. Koseki, Y. Aoyama 3, and Y. Iwaji 3

More information

An Adaptive Optimization Approach to Active Cancellation of Repeated Transient Vibration Disturbances

An Adaptive Optimization Approach to Active Cancellation of Repeated Transient Vibration Disturbances An aptive Optimization Approah to Ative Canellation of Repeated Transient Vibration Disturbanes David L. Bowen RH Lyon Corp / Aenteh, 33 Moulton St., Cambridge, MA 138, U.S.A., owen@lyonorp.om J. Gregory

More information

Structural Reconfiguration of Systems under Behavioral Adaptation

Structural Reconfiguration of Systems under Behavioral Adaptation Strutural Reonfiguration of Systems under Behavioral Adaptation Carlos Canal a, Javier Cámara b, Gwen Salaün a Department of Computer Siene, University of Málaga, Spain b Department of Informatis Engineering,

More information

Maximum Entropy and Exponential Families

Maximum Entropy and Exponential Families Maximum Entropy and Exponential Families April 9, 209 Abstrat The goal of this note is to derive the exponential form of probability distribution from more basi onsiderations, in partiular Entropy. It

More information

Frequency hopping does not increase anti-jamming resilience of wireless channels

Frequency hopping does not increase anti-jamming resilience of wireless channels Frequeny hopping does not inrease anti-jamming resiliene of wireless hannels Moritz Wiese and Panos Papadimitratos Networed Systems Seurity Group KTH Royal Institute of Tehnology, Stoholm, Sweden {moritzw,

More information

Sensitivity analysis for linear optimization problem with fuzzy data in the objective function

Sensitivity analysis for linear optimization problem with fuzzy data in the objective function Sensitivity analysis for linear optimization problem with fuzzy data in the objetive funtion Stephan Dempe, Tatiana Starostina May 5, 2004 Abstrat Linear programming problems with fuzzy oeffiients in the

More information

ENERGY AND MOMENTUM IN ELECTROMAGNETIC WAVES

ENERGY AND MOMENTUM IN ELECTROMAGNETIC WAVES MISN-0-211 z ENERGY AND MOMENTUM IN ELECTROMAGNETIC WAVES y È B` x ENERGY AND MOMENTUM IN ELECTROMAGNETIC WAVES by J. S. Kovas and P. Signell Mihigan State University 1. Desription................................................

More information

Relative Maxima and Minima sections 4.3

Relative Maxima and Minima sections 4.3 Relative Maxima and Minima setions 4.3 Definition. By a ritial point of a funtion f we mean a point x 0 in the domain at whih either the derivative is zero or it does not exists. So, geometrially, one

More information

Effect of magnetization process on levitation force between a superconducting. disk and a permanent magnet

Effect of magnetization process on levitation force between a superconducting. disk and a permanent magnet Effet of magnetization proess on levitation fore between a superonduting disk and a permanent magnet L. Liu, Y. Hou, C.Y. He, Z.X. Gao Department of Physis, State Key Laboratory for Artifiial Mirostruture

More information

Exploring the feasibility of on-site earthquake early warning using close-in records of the 2007 Noto Hanto earthquake

Exploring the feasibility of on-site earthquake early warning using close-in records of the 2007 Noto Hanto earthquake Exploring the feasibility of on-site earthquake early warning using lose-in reords of the 2007 Noto Hanto earthquake Yih-Min Wu 1 and Hiroo Kanamori 2 1. Department of Geosienes, National Taiwan University,

More information

Developing Excel Macros for Solving Heat Diffusion Problems

Developing Excel Macros for Solving Heat Diffusion Problems Session 50 Developing Exel Maros for Solving Heat Diffusion Problems N. N. Sarker and M. A. Ketkar Department of Engineering Tehnology Prairie View A&M University Prairie View, TX 77446 Abstrat This paper

More information

PREDICTION OF CONCRETE COMPRESSIVE STRENGTH

PREDICTION OF CONCRETE COMPRESSIVE STRENGTH PREDICTION OF CONCRETE COMPRESSIVE STRENGTH Dunja Mikuli (1), Ivan Gabrijel (1) and Bojan Milovanovi (1) (1) Faulty o Civil Engineering, University o Zagreb, Croatia Abstrat A ompressive strength o onrete

More information

Adaptive neuro-fuzzy inference system-based controllers for smart material actuator modelling

Adaptive neuro-fuzzy inference system-based controllers for smart material actuator modelling Adaptive neuro-fuzzy inferene system-based ontrollers for smart material atuator modelling T L Grigorie and R M Botez Éole de Tehnologie Supérieure, Montréal, Quebe, Canada The manusript was reeived on

More information

COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION

COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION 4 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION Jiri Nozika*, Josef Adame*, Daniel Hanus** *Department of Fluid Dynamis and

More information

Critical Reflections on the Hafele and Keating Experiment

Critical Reflections on the Hafele and Keating Experiment Critial Refletions on the Hafele and Keating Experiment W.Nawrot In 1971 Hafele and Keating performed their famous experiment whih onfirmed the time dilation predited by SRT by use of marosopi loks. As

More information

Robust Flight Control Design for a Turn Coordination System with Parameter Uncertainties

Robust Flight Control Design for a Turn Coordination System with Parameter Uncertainties Amerian Journal of Applied Sienes 4 (7): 496-501, 007 ISSN 1546-939 007 Siene Publiations Robust Flight ontrol Design for a urn oordination System with Parameter Unertainties 1 Ari Legowo and Hiroshi Okubo

More information

Stability of Hybrid Automata with Average Dwell Time: An Invariant Approach

Stability of Hybrid Automata with Average Dwell Time: An Invariant Approach 1 Stability of Hybrid Automata with Average Dwell Time An Invariant Approah Sayan Mitra* Computer Siene and Artifiial Intelligene Laboratory Massahusetts Institute of Tehnology 200 Tehnology Square Cambridge,

More information

UTC. Engineering 329. Proportional Controller Design. Speed System. John Beverly. Green Team. John Beverly Keith Skiles John Barker.

UTC. Engineering 329. Proportional Controller Design. Speed System. John Beverly. Green Team. John Beverly Keith Skiles John Barker. UTC Engineering 329 Proportional Controller Design for Speed System By John Beverly Green Team John Beverly Keith Skiles John Barker 24 Mar 2006 Introdution This experiment is intended test the variable

More information

Research Letter Distributed Source Localization Based on TOA Measurements in Wireless Sensor Networks

Research Letter Distributed Source Localization Based on TOA Measurements in Wireless Sensor Networks Researh Letters in Eletronis Volume 2009, Artile ID 573129, 4 pages doi:10.1155/2009/573129 Researh Letter Distributed Soure Loalization Based on TOA Measurements in Wireless Sensor Networks Wanzhi Qiu

More information

RESEARCH ON RANDOM FOURIER WAVE-NUMBER SPECTRUM OF FLUCTUATING WIND SPEED

RESEARCH ON RANDOM FOURIER WAVE-NUMBER SPECTRUM OF FLUCTUATING WIND SPEED The Seventh Asia-Paifi Conferene on Wind Engineering, November 8-1, 9, Taipei, Taiwan RESEARCH ON RANDOM FORIER WAVE-NMBER SPECTRM OF FLCTATING WIND SPEED Qi Yan 1, Jie Li 1 Ph D. andidate, Department

More information

max min z i i=1 x j k s.t. j=1 x j j:i T j

max min z i i=1 x j k s.t. j=1 x j j:i T j AM 221: Advaned Optimization Spring 2016 Prof. Yaron Singer Leture 22 April 18th 1 Overview In this leture, we will study the pipage rounding tehnique whih is a deterministi rounding proedure that an be

More information

Conformal Mapping among Orthogonal, Symmetric, and Skew-Symmetric Matrices

Conformal Mapping among Orthogonal, Symmetric, and Skew-Symmetric Matrices AAS 03-190 Conformal Mapping among Orthogonal, Symmetri, and Skew-Symmetri Matries Daniele Mortari Department of Aerospae Engineering, Texas A&M University, College Station, TX 77843-3141 Abstrat This

More information

10.2 The Occurrence of Critical Flow; Controls

10.2 The Occurrence of Critical Flow; Controls 10. The Ourrene of Critial Flow; Controls In addition to the type of problem in whih both q and E are initially presribed; there is a problem whih is of pratial interest: Given a value of q, what fators

More information

Evaluation of effect of blade internal modes on sensitivity of Advanced LIGO

Evaluation of effect of blade internal modes on sensitivity of Advanced LIGO Evaluation of effet of blade internal modes on sensitivity of Advaned LIGO T0074-00-R Norna A Robertson 5 th Otober 00. Introdution The urrent model used to estimate the isolation ahieved by the quadruple

More information

Singular Event Detection

Singular Event Detection Singular Event Detetion Rafael S. Garía Eletrial Engineering University of Puerto Rio at Mayagüez Rafael.Garia@ee.uprm.edu Faulty Mentor: S. Shankar Sastry Researh Supervisor: Jonathan Sprinkle Graduate

More information

FINITE WORD LENGTH EFFECTS IN DSP

FINITE WORD LENGTH EFFECTS IN DSP FINITE WORD LENGTH EFFECTS IN DSP PREPARED BY GUIDED BY Snehal Gor Dr. Srianth T. ABSTRACT We now that omputers store numbers not with infinite preision but rather in some approximation that an be paed

More information

Aharonov-Bohm effect. Dan Solomon.

Aharonov-Bohm effect. Dan Solomon. Aharonov-Bohm effet. Dan Solomon. In the figure the magneti field is onfined to a solenoid of radius r 0 and is direted in the z- diretion, out of the paper. The solenoid is surrounded by a barrier that

More information

Study on the leak test technology of spacecraft using ultrasonic

Study on the leak test technology of spacecraft using ultrasonic SINCE2013 Singapore International NDT Conferene & Exhibition 2013, 19-20 July 2013 Study on the test tehnology of spaeraft using ultrasoni Yan Rongxin, Li Weidan Beijing Institute of Spaeraft Environment

More information

A Spatiotemporal Approach to Passive Sound Source Localization

A Spatiotemporal Approach to Passive Sound Source Localization A Spatiotemporal Approah Passive Sound Soure Loalization Pasi Pertilä, Mikko Parviainen, Teemu Korhonen and Ari Visa Institute of Signal Proessing Tampere University of Tehnology, P.O.Box 553, FIN-330,

More information

Numerical simulation of a one-dimensional shock tube problem at supercritical fluid conditions

Numerical simulation of a one-dimensional shock tube problem at supercritical fluid conditions International Journal of Physial Sienes Vol. 3 (1), pp. 314-30, Deember, 008 Available online at http://www.aademijournals.org/ijps ISSN 199-1950 008 Aademi Journals Full ength esearh Paper Numerial simulation

More information

Neuro-Fuzzy Control of Chemical Reactor with Disturbances

Neuro-Fuzzy Control of Chemical Reactor with Disturbances Neuro-Fuzzy Control of Chemial Reator with Disturbanes LENK BLHOÁ, JÁN DORN Department of Information Engineering and Proess Control, Institute of Information Engineering, utomation and Mathematis Faulty

More information

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 16 Aug 2004

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 16 Aug 2004 Computational omplexity and fundamental limitations to fermioni quantum Monte Carlo simulations arxiv:ond-mat/0408370v1 [ond-mat.stat-meh] 16 Aug 2004 Matthias Troyer, 1 Uwe-Jens Wiese 2 1 Theoretishe

More information

The gravitational phenomena without the curved spacetime

The gravitational phenomena without the curved spacetime The gravitational phenomena without the urved spaetime Mirosław J. Kubiak Abstrat: In this paper was presented a desription of the gravitational phenomena in the new medium, different than the urved spaetime,

More information

ONLINE APPENDICES for Cost-Effective Quality Assurance in Crowd Labeling

ONLINE APPENDICES for Cost-Effective Quality Assurance in Crowd Labeling ONLINE APPENDICES for Cost-Effetive Quality Assurane in Crowd Labeling Jing Wang Shool of Business and Management Hong Kong University of Siene and Tehnology Clear Water Bay Kowloon Hong Kong jwang@usthk

More information

Comparison of Alternative Equivalent Circuits of Induction Motor with Real Machine Data

Comparison of Alternative Equivalent Circuits of Induction Motor with Real Machine Data Comparison of Alternative Equivalent Ciruits of Indution Motor with Real Mahine Data J. radna, J. auer, S. Fligl and V. Hlinovsky Abstrat The algorithms based on separated ontrol of the motor flux and

More information

Planning with Uncertainty in Position: an Optimal Planner

Planning with Uncertainty in Position: an Optimal Planner Planning with Unertainty in Position: an Optimal Planner Juan Pablo Gonzalez Anthony (Tony) Stentz CMU-RI -TR-04-63 The Robotis Institute Carnegie Mellon University Pittsburgh, Pennsylvania 15213 Otober

More information

Chapter 8 Hypothesis Testing

Chapter 8 Hypothesis Testing Leture 5 for BST 63: Statistial Theory II Kui Zhang, Spring Chapter 8 Hypothesis Testing Setion 8 Introdution Definition 8 A hypothesis is a statement about a population parameter Definition 8 The two

More information

RELAXED STABILIZATION CONDITIONS FOR SWITCHING T-S FUZZY SYSTEMS WITH PRACTICAL CONSTRAINTS. Received January 2011; revised July 2011

RELAXED STABILIZATION CONDITIONS FOR SWITCHING T-S FUZZY SYSTEMS WITH PRACTICAL CONSTRAINTS. Received January 2011; revised July 2011 International Journal of Innovative Computing, Information and Control ICIC International 2012 ISSN 139-198 Volume 8, Number 6, June 2012 pp. 133 15 RELAXED STABILIZATION CONDITIONS FOR SWITCHING T-S FUZZY

More information

EE 321 Project Spring 2018

EE 321 Project Spring 2018 EE 21 Projet Spring 2018 This ourse projet is intended to be an individual effort projet. The student is required to omplete the work individually, without help from anyone else. (The student may, however,

More information

Neuro-Fuzzy Modeling of Heat Recovery Steam Generator

Neuro-Fuzzy Modeling of Heat Recovery Steam Generator International Journal of Mahine Learning and Computing, Vol. 2, No. 5, Otober 202 Neuro-Fuzzy Modeling of Heat Reovery Steam Generator A. Ghaffari, A. Chaibakhsh, and S. Shahhoseini represented in a network

More information

SINCE Zadeh s compositional rule of fuzzy inference

SINCE Zadeh s compositional rule of fuzzy inference IEEE TRANSACTIONS ON FUZZY SYSTEMS, VOL. 14, NO. 6, DECEMBER 2006 709 Error Estimation of Perturbations Under CRI Guosheng Cheng Yuxi Fu Abstrat The analysis of stability robustness of fuzzy reasoning

More information

Error Bounds for Context Reduction and Feature Omission

Error Bounds for Context Reduction and Feature Omission Error Bounds for Context Redution and Feature Omission Eugen Bek, Ralf Shlüter, Hermann Ney,2 Human Language Tehnology and Pattern Reognition, Computer Siene Department RWTH Aahen University, Ahornstr.

More information

The Effectiveness of the Linear Hull Effect

The Effectiveness of the Linear Hull Effect The Effetiveness of the Linear Hull Effet S. Murphy Tehnial Report RHUL MA 009 9 6 Otober 009 Department of Mathematis Royal Holloway, University of London Egham, Surrey TW0 0EX, England http://www.rhul.a.uk/mathematis/tehreports

More information

Influence of transverse cracks on the onset of delamination: application to L-angle specimens. F. Laurin*, A. Mavel, P. Nuñez, E.

Influence of transverse cracks on the onset of delamination: application to L-angle specimens. F. Laurin*, A. Mavel, P. Nuñez, E. Influene of transverse raks on the onset of delamination: appliation to L-angle speimens F. Laurin*, A. Mavel, P. Nuñez, E. Auguste Composite strutures subjeted to 3D loading Wings Strutures under 3D loadings

More information

Weighted K-Nearest Neighbor Revisited

Weighted K-Nearest Neighbor Revisited Weighted -Nearest Neighbor Revisited M. Biego University of Verona Verona, Italy Email: manuele.biego@univr.it M. Loog Delft University of Tehnology Delft, The Netherlands Email: m.loog@tudelft.nl Abstrat

More information

Force/Vision Based Active Damping Control of Contact Transition in Dynamic Environments

Force/Vision Based Active Damping Control of Contact Transition in Dynamic Environments Fore/Vision Based Ative Damping Control of Contat Transition in Dynami Environments Tomas Olsson, Rolf Johansson, Anders Robertsson Department of Automati Control, Lund Inst. of Teh., Lund University,

More information

Pushdown Specifications

Pushdown Specifications Orna Kupferman Hebrew University Pushdown Speifiations Nir Piterman Weizmann Institute of Siene une 9, 2002 Moshe Y Vardi Rie University Abstrat Traditionally, model heking is applied to finite-state systems

More information

15.12 Applications of Suffix Trees

15.12 Applications of Suffix Trees 248 Algorithms in Bioinformatis II, SoSe 07, ZBIT, D. Huson, May 14, 2007 15.12 Appliations of Suffix Trees 1. Searhing for exat patterns 2. Minimal unique substrings 3. Maximum unique mathes 4. Maximum

More information

Scalable system level synthesis for virtually localizable systems

Scalable system level synthesis for virtually localizable systems Salable system level synthesis for virtually loalizable systems Nikolai Matni, Yuh-Shyang Wang and James Anderson Abstrat In previous work, we developed the system level approah to ontroller synthesis,

More information

Modeling real gas equations of state in high density combustion

Modeling real gas equations of state in high density combustion 26 th ICDERS July 3 th August 4 th, 217 Boston, MA, USA Modeling real gas equations of state in high density ombustion Chenwei Zheng, Deshawn Coombs, Ben Akih-Kumgeh Department of Mehanial and Aerospae

More information

Bäcklund Transformations: Some Old and New Perspectives

Bäcklund Transformations: Some Old and New Perspectives Bäklund Transformations: Some Old and New Perspetives C. J. Papahristou *, A. N. Magoulas ** * Department of Physial Sienes, Helleni Naval Aademy, Piraeus 18539, Greee E-mail: papahristou@snd.edu.gr **

More information

A model for measurement of the states in a coupled-dot qubit

A model for measurement of the states in a coupled-dot qubit A model for measurement of the states in a oupled-dot qubit H B Sun and H M Wiseman Centre for Quantum Computer Tehnology Centre for Quantum Dynamis Griffith University Brisbane 4 QLD Australia E-mail:

More information

Development of moving sound source localization system

Development of moving sound source localization system Eletroni Journal «Tehnial Aoustis» http://www.ejta.org 2006, 11 Doh-Hyoung Kim 1, Youngjin Park 2 Korea Advaned Institute o Siene and Tehnology, ME3076, 373-1, Guseong-Dong, Yuseong-Gu, Daejon, 305-701,

More information

Variation Based Online Travel Time Prediction Using Clustered Neural Networks

Variation Based Online Travel Time Prediction Using Clustered Neural Networks Variation Based Online Travel Time Predition Using lustered Neural Networks Jie Yu, Gang-Len hang, H.W. Ho and Yue Liu Abstrat-This paper proposes a variation-based online travel time predition approah

More information

Experimental Investigation and FE Analysis of Fiber Woven Layered Composites under Dynamic Loading

Experimental Investigation and FE Analysis of Fiber Woven Layered Composites under Dynamic Loading 2th International LS-DYNA Users Conferene Constitutive Modeling(2) xperimental Investigation and F Analysis of Fiber Woven Layered Composites under Dynami Loading Pavel A. Mossakovsky, Fedor K. Antonov,

More information

div v(x) = 0, n terr = 0, v terr = v t,

div v(x) = 0, n terr = 0, v terr = v t, Proeedings of the Ceh Japanese Seminar in Applied Mathematis 6 Ceh Tehnial University in Prague, September 4-7, 6 pp. 4 8 FLOW AND POLLUTION TRANSPORT IN THE STREET CANYON PETR BAUER, AND ZBYŇEK JAŇOUR

More information

The universal model of error of active power measuring channel

The universal model of error of active power measuring channel 7 th Symposium EKO TC 4 3 rd Symposium EKO TC 9 and 5 th WADC Workshop nstrumentation for the CT Era Sept. 8-2 Kosie Slovakia The universal model of error of ative power measuring hannel Boris Stogny Evgeny

More information

Methods of evaluating tests

Methods of evaluating tests Methods of evaluating tests Let X,, 1 Xn be i.i.d. Bernoulli( p ). Then 5 j= 1 j ( 5, ) T = X Binomial p. We test 1 H : p vs. 1 1 H : p>. We saw that a LRT is 1 if t k* φ ( x ) =. otherwise (t is the observed

More information

On the Bit Error Probability of Noisy Channel Networks With Intermediate Node Encoding I. INTRODUCTION

On the Bit Error Probability of Noisy Channel Networks With Intermediate Node Encoding I. INTRODUCTION 5188 IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 54, NO. 11, NOVEMBER 2008 [8] A. P. Dempster, N. M. Laird, and D. B. Rubin, Maximum likelihood estimation from inomplete data via the EM algorithm, J.

More information

A NEW FLEXIBLE BODY DYNAMIC FORMULATION FOR BEAM STRUCTURES UNDERGOING LARGE OVERALL MOTION IIE THREE-DIMENSIONAL CASE. W. J.

A NEW FLEXIBLE BODY DYNAMIC FORMULATION FOR BEAM STRUCTURES UNDERGOING LARGE OVERALL MOTION IIE THREE-DIMENSIONAL CASE. W. J. A NEW FLEXIBLE BODY DYNAMIC FORMULATION FOR BEAM STRUCTURES UNDERGOING LARGE OVERALL MOTION IIE THREE-DIMENSIONAL CASE W. J. Haering* Senior Projet Engineer General Motors Corporation Warren, Mihigan R.

More information

A multiscale description of failure in granular materials

A multiscale description of failure in granular materials A multisale desription of failure in granular materials Nejib Hadda, François Niot, Lu Sibille, Farhang Radjai, Antoinette Tordesillas et al. Citation: AIP Conf. Pro. 154, 585 (013); doi: 10.1063/1.4811999

More information

arxiv:physics/ v1 [physics.class-ph] 8 Aug 2003

arxiv:physics/ v1 [physics.class-ph] 8 Aug 2003 arxiv:physis/0308036v1 [physis.lass-ph] 8 Aug 003 On the meaning of Lorentz ovariane Lszl E. Szab Theoretial Physis Researh Group of the Hungarian Aademy of Sienes Department of History and Philosophy

More information

arxiv: v2 [cs.dm] 4 May 2018

arxiv: v2 [cs.dm] 4 May 2018 Disrete Morse theory for the ollapsibility of supremum setions Balthazar Bauer INRIA, DIENS, PSL researh, CNRS, Paris, Frane Luas Isenmann LIRMM, Université de Montpellier, CNRS, Montpellier, Frane arxiv:1803.09577v2

More information

What are the locations of excess energy in open channels?

What are the locations of excess energy in open channels? Leture 26 Energy Dissipation Strutures I. Introdution Exess energy should usually be dissipated in suh a way as to avoid erosion in unlined open hannels In this ontext, exess energy means exess water veloity

More information

Discrete Bessel functions and partial difference equations

Discrete Bessel functions and partial difference equations Disrete Bessel funtions and partial differene equations Antonín Slavík Charles University, Faulty of Mathematis and Physis, Sokolovská 83, 186 75 Praha 8, Czeh Republi E-mail: slavik@karlin.mff.uni.z Abstrat

More information

Finite Formulation of Electromagnetic Field

Finite Formulation of Electromagnetic Field Finite Formulation o Eletromagneti Field Enzo TONTI Dept.Civil Engin., Univ. o Trieste, Piazzale Europa 1, 34127 Trieste, Italia. e-mail: tonti@univ.trieste.it Otober 16, 2000 Abstrat This paper shows

More information

Determination of the reaction order

Determination of the reaction order 5/7/07 A quote of the wee (or amel of the wee): Apply yourself. Get all the eduation you an, but then... do something. Don't just stand there, mae it happen. Lee Iaoa Physial Chemistry GTM/5 reation order

More information