Scalable and Fault-tolerant Network-on-Chip Design Using the Quartered Recursive Diagonal Torus Topology

Size: px
Start display at page:

Download "Scalable and Fault-tolerant Network-on-Chip Design Using the Quartered Recursive Diagonal Torus Topology"

Transcription

1 alable and Fault-tolerant etwork-on-chip esign Using the Quartered Reursive iagonal Torus Topolog Xianfang Tan 1, Lei Zhang 1, hankar eelkrishnan 1, Mei Yang 1, Yingtao Jiang 1, Yulu Yang 1 epartment of Eletrial and Computer Engineering, Universit of evada, Las Vegas, V College of Information Tehnolog and iene, ankai Universit, Tianjin, China s: 1 {tan, zhangl6}@unlvnevadaedu, sankier@gmailom, {meiang, ingtao}@egrunlvedu ABTRACT etwork-on-a-hip (oc) is an effetive approah to onnet and manage the ommuniation between the variet of design elements and intelletual propert bloks required in large and omple sstem-on-hips In this paper, we propose a new oc arhiteture, referred as the Quartered Reursive iagonal Torus (QRT), whih is onstruted b overlaing diagonal torus ue to its small diameter and rih routing reourses, QRT is determined to be well suitable to onstrut highl salable ocs In QRT, data pakets an be routed through a proposed minimal routing algorithm based on the Johnson odes that have traditionall been used in finite state mahine designs It has been shown that this proposed routing algorithm with minor modifiations is apable of handling the single link/node failure The hardware ost of the proposed QRT arhiteture and its assoiated routing algorithm is revealed b designing two QRT routers whih have been snthesized using TMC 18μm CMO tehnolog Categories and ubjet esriptors: C1 Multiple ata tream Arhitetures (Multiproessors), Interonnetion arhitetures (eg, ommon bus, multiport memor, rossbar swith) General Terms: Algorithms, esign Kewords oc, QRT, routing algorithm, router 1 ITROUCTIO The development of VLI tehnolog has ontinuousl driven the inrease of on-hip apait The International Tehnolog Roadmap for emiondutors (ITR) [7] predits that stem-on- Chips (ocs) will grow to multi-billion transistors in net a few ears One of the major hallenges in designing suh highl integrated ocs will be to find an effetive wa to integrate multiple pre-designed Intelletual Propert (IP) ores while addressing pressing power and performane onerns [1] With a ommuniation entri design stle, etworks-on-chips (ocs) have emerged as a new oc paradigm [1] to overome the limitations of bus-based ommuniation infrastruture In general, a paket-based oc onsists of routers, the network interfae between the router and the IP, and the interonnetion network The major hallenges imposed upon oc designs inlude salabilit, energ effiien, and reonfigurabilit [] umerous This work is in part supported b F under grant no ECC-7168 Permission to make digital or hard opies of all or part of this work for personal or lassroom use is granted without fee provided that opies are not made or distributed for profit or ommerial advantage and that opies bear this notie and the full itation on the first page To op otherwise, or republish, to post on servers or to redistribute to lists, requires prior speifi permission and/or a fee GLVLI 8, Ma 4 6, 8, Orlando, Florida, UA Copright 8 ACM /8/5$5 interonnetion network topologies have been onsidered for ocs, inluding mesh [9], torus [8], fat tree [5], honeomb [6], and quite a few others [] However, these interonnetion topologies either sale poorl or have no support for reonfigurabilit To address these two problems, a lass of topologies named Reursive iagonal Torus (RT) [1] has made its wa to oc designs [15] An RT struture is onstruted b reursivel overlaing - diagonal torus [1], and it has the following features: reursive struture with onstant node degree, smaller diameter and average distane, and embedded mesh/torus topolog Consider a torus network omposed of nodes, where = nk and both n and k are natural numbers The rank- torus is formed b reating a link between node (, ) and eah of its neighboring four nodes: (mod(±1, ), ) and (, mod(±1, )) On top of rank- torus, rank- 1 torus is formed b adding one link between node (, ) and eah of the four nodes (mod(±n, ), mod(±n, )) it needs to onnet to The diretion of the rank-1torus is at an angle of 45 degrees to the rank- torus On rank-1 torus, rank- torus an be formed b adding 4 links to a node in the same manner In a more general sense, a rank-(r+1) torus is formed upon rank-r torus In this paper, a speial tpe of RT struture, Quartered RT (QRT) will be presented The QRT arhiteture ehibits a number of desirable networking properties that make it partiularl appreiated in building large on-hip miro-networks B indeing the network nodes with the Johnson odes, a new minimal routing algorithm, named Johnson Coded Vetor Routing (JCVR), is proposed for QRT We further show that the JCVR algorithm with minor modifiations is apable of routing data pakets there is a single link/node failure in a QRT-based oc To eamine the hardware ost of the proposed QRT arhiteture and the JCVR algorithm, the QRT router is snthesized and the simulation results are reported The rest of the paper is organized as follows etion introdues the QRT struture and its network properties, followed b the introdution of the Johnson ode and the basi funtions defined for the Johnson ode in etion etion 4 desribes the JCVR algorithm and the fault tolerant routing variant under single link/node failure In etion 5, the design and implementation of the QRT router and the simulation results will be desribed Finall, etion 6 onludes the paper QRT TRUCTURE A IT ETWORK PROPERTIE As a speial tpe of RT, the QRT network is also onstruted b overlaing diagonal torus An -QRT has nodes where =4n and n is a positive integer A QRT is omposed of nodes, rank- links, and rank-1 links Eah node (, ), where, -1, in the QRT has 4 rank- links onneting to its four neighbors (mod(±1, ), ) and (, mod(±1, )) on rank- torus, and 4 rank-1 links

2 onneting to its another four neighbors (mod(±n, ), mod(±n, )) on rank-1 torus In total, an -QRT has nodes and 4 links Fig 1 shows the struture of 4-QRT Fig (a) shows the diretions of the 8 hannels, and eah hannel is labeled b the dimension, rank number, and diretion Fig (b) shows the oordinates of all eight nodes that are onneted to node (, ) through respetive hannels shown in Fig (a) Figure 1 truture of 4-QRT As QRT is a speial tpe of RT struture, the Vetor Routing (VR) algorithm [1] proposed for RT an be readil applied to QRT The goal of the vetor routing algorithm is to represent the routing vetor with an epression that ombines all unit vetors in rank- and rank-1 torus and the hop ounts However, the vetor routing algorithm annot guarantee it is minimal routing (ie, the number of hops on the routing path ma not be minimum) In this paper, we propose a minimal routing algorithm, named Johnson oded vetor routing algorithm In the following, the Johnson odes are introdued first before the JCVR algorithm is desribed JOHO COE A FUCTIO TO MAIPULATE THE COE 1 Johnson Codes The m-bit Johnson ode has M (M=m) ode words, and it an be denoted as { C, C 1, C, L, Ci, Ci+ 1, L, CM, CM 1 }, where ode word C i is given as ( i) ( i) ( i) ( i) ( i) ( i) ( i) = b b L b b b Lb b, and Ci 1 j j j+ 1 m () i + j < m or i + j m b i j = 1 m i + j < m For eample, the eight 4-bit Johnson ode words are, 1, 11, 111, 1111, 111, 11 and 1 On the other hand, given an m-bit Johnson ode word C i, i an be determined b the f a funtion as (a) (b) Figure (a) iretions of 8 hannels (b) Coordinates of 8 nodes onneted to (, ) through the hannels Lemma 1: The diameter of the -QRT network is n+1, where n=/4 Lemma : The average distane of the -QRT is n + n n +, where n=/4 16n The omplete proofs of these two lemmas, based on the routing algorithm to be presented in etion 4, are provided in the appendi Table 1 lists the diameters and the average distanes of QRT, mesh, torus, and hperube with different network sizes One an see that QRT has smaller diameter and average distane than the other three strutures for most network sizes Table 1 Comparison of four tpes of networks in terms of diameter (R) and average distane (A) etwork QRT Mesh Torus Hperube ize R A R A R A R A bj if b = j= i = fa( Ci ) = m + bj if b = 1 j= Basi Funtions of Johnson Codes Two basi funtions of Johnson odes are defined: the distane funtion and the diretion funtion These funtions will be used in the JCVR algorithm The distane funtion is used to determine the Hamming distane between two Johnson-odes Given two m bits Johnson-odes: A and B, where A= a a 1 a a m-1 and B = b b 1 b b m-1, the distane p m 1 between them is = ( ) p a i b i The diretion funtion is used to determine the output diretion The diretion is alulated as: Case 1: p=, then = Case : 1 > ai a = and b =, then = ; < ai

3 Case : Case 4: Case 5: 1 < ai a =1 and b =1, then = ; > ai 1 ai a = and b =1, then = ; > ai 1 ai a =1 and b =, then = < ai For simpliit, we denote the alulation of the distane and p, = f r A, B diretion as one funtion f r as ( ) ( ) 4 ROUTIG ALGORITHM FOR QRT 41 JCVR Algorithm The routing steps from a soure node to its destination node an be r r r r r derived as A = vex1x1 + veyy vexx + veyy, where X r 1, Y r 1, X r, and Y r are the unit vetors in rank-1 torus and rank- torus (with their diretions shown in Fig (a)) and their respetive oeffiients, vex 1, vey 1, vex, vey, give the number of hops on orresponding dimensions In the JCVR algorithm, the oeffiients for the unit vetors are alulated at the soure node For -QRT, given the soure and the destination addresses =(, ), =(, ), where and ( and ) represent the X and Y oordinates of the soure (destination) node in m-bit (m=/) Johnson ode, respetivel The diretion and distane values of the two oordinates, (p, ) and (p, ), an be determined b alulating f r as disussed in etion The address of eah intermediate node M=(M, M ) on the routing path from to is given as, M M = f s = f s (,, ) (,, ) mod = mod mod = mod ( + n) ( n) ( + n) ( n) The JCVR algorithm for QRT is listed below < < Johnson Coded Vetor Routing Algorithm for QRT: begin initialize vex, vey, vex 1, vey 1 to zero let M =, M = while ( M and M ) do alulate (p, ) and (p, ) using f r funtion if ( = and =) then set vex, vey, vex 1, vey 1 to zero elseif (p +p n) then if ( ) then vex =vex + p end elseif ( <) then vex =vex p if ( ) then vey =vey +p elseif ( <) then vey =vey p go to end elseif (p +p >n) then if ( and ) then vex 1 =vex 1 +1 if ( and <) then vey 1 =vey 1 1 if ( < and ) then vey 1 =vey 1 +1 if ( < and <) then vex 1 =vex 1 1 alulate M and M using the f s funtion endif endwhile For an -QRT, the while loop will be eeuted no more than m=/4 times to omplete the alulation of the four oeffiients (vex 1, vey 1, vex, vey ) At the soure node, the four oeffiients are omputed and enapsulated into the paket At the soure node and eah intermediate node, the oeffiients for the unit vetors will be heked in a default order of vex 1, vey 1, vex, vey The paket will be routed to the diretion as determined b the first unit vetor with non-zero oeffiient (hop ount) and this vetor s oeffiient, depending on the routing diretion (+/-), will be deremented/inremented before the data pakets are atuall forwarded to the net hop towards the destination Compared to the VR algorithm, the advantage of the JCVR algorithm is that it an ahieve minimal routing (as proved in Lemma 1), whih is not guaranteed in VR 4 Fault Tolerane Routing for QRT under ingle Link/ode Failure It has been well reognized that fault-tolerane apabilit is vital for a oc sstem [], sine one fault link/proessor ma isolate a large fration of IP ores from being reahable b other ores et we show that with minor modifiation, the JCVR algorithm is apable of handling single link/node failure The following assumptions are adopted in this paper [1] 1) An link or node in the network an fail, and the fault omponents are unusable; that is, data will not be transmitted over a fault link or routed through a fault node ) The fault model is stati; that is, no new faults our during a routing proess ) Both soure and destination nodes (on rank- or rank-1 torus) are fault-free 4) The faults our independentl 5) If a node fails, all the eight links assoiated with the node on rank-/1 tori are onsidered unusable uring the routing proess, the net routing link/node is found to be fault in a QRT network, fault-tolerane routing an be realized dnamiall as desribed below The fault link enountered must be on one of the four dimensions (ie, X r 1, Y r 1, X r, and Y r ) There are two ases to onsider: Case 1: if there eists one or more other dimensions with non-zero oeffiient, the routing steps on suh dimension(s) will be ompleted first followed b the routing steps on the dimension with fault link/node Case : otherwise, one step on the dimension on the same rank and orthogonal to the dimension with fault link/node will be ompleted

4 first followed b the routing steps on the dimension with fault link/node and one opposite routing step on the orthogonal dimension Fig (a) shows an eample of Case 1 under single link failure The detoured routing path is -M -M 1 -, whih does not introdue etra hops ompared to the original routing path -M -M - imilarl, as shown in Fig 4(a), no etra hop is introdued on the detoured routing path for suh a ase under single node failure Fig (b) shows an eample of Case with a single link failure, where the detoured routing path has two etra hops than the original routing path As shown in Fig 4(b), the number of etra hops on the detoured routing path is also two for suh a ase under single node failure Fault Link Original Path ew Path as there are 9 links in a node The Loal (L) is reserved to attah the router to an IP, and all the other eight ports (whose names follow the eight diretions) onnet the router to all its neighbors in eight diretions Eah port has both input and output hannels The main funtions of the router inlude buffering, routing, sheduling, swithing, and flow ontrol To implement these funtions, the following omponents are designed: input hannel module, output hannel module, rossbar swith, and sheduler Fig 5 shows the top level blok diagram of the QRT router The router is designed as a Verilog HL soft-ore inorporating parameterized omponents In the following, the design of eah omponent is desribed in brief The details an be found in [1] M M M M M 1 M 4 M (a) Case1 (b) Case Figure Two ases under single link fault M M 1 M M M M 1 (a) Case1 (b) Case Figure 4 Two ases under single node fault Hene the following lemma an be derived Lemma : When a single fault link/node eists in the QRT network, the etra number of hops on the detoured route generated b the fault-tolerane JCVR routing algorithm, as ompared to the number of hops on the original route for a fault-free QRT, is no more than 5 EIG A IMPLEMETATIO OF QRT ROUTER To eamine the hardware ost of the proposed QRT arhiteture and the JCVR algorithm, the QRT router is designed at RTL level using Verilog HL and the design is subsequentl snthesized using TMC 18μm CMO tehnolog 51 QRT Router esign The router designed for QRT-based ocs has up to 9 ommuniation ports, named as, E, E, E,, W, W, W and L, Figure 5 Blok diagram of the QRT router Input Channel Module (ICM): The ICM performs the following funtions (i) It buffers the inoming pakets using a FIFO buffer and it analzes the header (ii) It performs the routing algorithm (iii) It generates a request ( req ) to the sheduler requesting the destined output hannel Eah ICM is omposed of Input Flow Controller (IFC), FIFO, and Input Controller (IC) The IC at a loal port implements the routing algorithm One a header flit reahes the IC, the routing vetors are alulated and updated in the header flit The IC at other ports onl implements the funtion of updating the routing vetors as desribed in etion Output Channel Module (OCM): The OCM is responsible for flow ontrol inside the router and outside the router It is omposed of two arhitetural bloks named Output Controller (OC) and Output Flow Controller (OFC) Crossbar with: The 9 9 rossbar swith has 9 data inputs, eah onneted b an ICM, 9 ontrol inputs from the sheduler, and 9 data outputs, eah onneted to an OCM In Verilog soft-ore implementation, a multipleer-based rossbar swith design is atuall adopted Parameterized Round Robin Arbiter based heduler (PRRA): The PRRA design is parameterized with the router size A 9-QRT router omposed of 9 deoders, 9 Parallel Round Robin Arbiters (PRRAs) [16], and 9 OR gates Eah PRRA is assoiated with one output port and responsible for arbitrating the requests to the output port from up to 9 input ports 5 nthesis Results The QRT routers using both VR and JCVR algorithms are implemented For both designs, Verilog HL odes [4] are generated and snthesized using nopss s design analzer [1] targeting TMC 18μm CMO tehnolog As the VR-based QRT router and JCVR-based QRT router onl differ on the design of the ICMs,

5 in the following, the performane of the ICMs and the whole router in terms of area (given as the number of -input A gates equivalent), timing, and power onsumption (both dnami power and leakage power) is reported The ICM ontains IC, FIFO and IFC Two tpes of ICs are designed: IC for the loal port (IC L ), the port that onnets the loal node to the router, and IC at other ports (IC O ) Two tpes of IC L are designed based on the VR and JCVR algorithms with fault-tolerane apabilit under single link/node failure Table lists the area, timing dela, and power of the ICM with IC L for both routing algorithms The results show that the ICM with VR-based IC L has less area, power onsumption, and iruit dela than the ICM with JCVR-based IC L Table : Results of ICMs with IC L ICM with IC L (VR) ICM with IC L (JCVR) Total Area (-input A gate) Power nami Power (mw) Leakage Power (nw) Timing ela (ns) The results of other omponents an be found in [1] Table summarizes the results of the VR-based and the JCVR-based QRT router designs A moderate inrease of area, power onsumption and iruit dela for JCVR-based router is evident as ompared to a VRbased router However, as pointed out earlier, this etra ost is justifiable beause JCVR an provide minimum routing, a feature that is ritial in high performane ocs but VR fails to deliver Table : Results of QRT routers VR-based Router JCVR-based Router Area (-input A gates) nami Power (mw) 61 6 Leakage Power (nw) Timing ela (ns) COCLUIO In this paper, Quartered Reursive iagonal Torus (QRT) onstruted b overlaing diagonal torus, was introdued as a novel topolog for ocs The QRT struture ehibits a number of desirable networking properties (inluding small diameter and average distane, onstant node degree), whih make it partiularl appreiated in building large on-hip miro-networks A minimal routing algorithm, the JCVR algorithm, was proposed for QRT struture It was shown that fault tolerane routing under single link/node failure an be handled b the JCVR algorithm with minor modifiations Compared with the VR algorithm, the JCVR algorithm ahieves minimal routing The tradeoff is the moderatel higher implementation ost of the JCVR-based router than the VRbased router Our future work inludes the stud of the laout sheme for the QRT struture and the fault tolerant routing sheme under multiple link/node failures 7 REFERECE [1] Benini L and e Miheli G, etworks on hip: a new oc paradigm, IEEE Computer, 5, 1, 7-78 [] Bjerregaard T, and Mahadevan, 6, A surve of researh and praties of etwork-on-hip, ACM Comput urv, 8, 1, 1-51 [] umitras T, Kerner, and Marulesu,, Towards onhip fault-tolerant ommuniation, Pro AP-AC, 5- [4] Feliijan T and Furber B, 4, An asnhronous on-hip network router with qualit-of-servie (Qo) support, Pro IEEE Int l oc Conf, [5] Guerrier P and Greiner A,, A generi arhiteture for on hip paket-swithed interonnetions, Pro esign, Automation and Test in Europe, 5-56 [6] Hemani A, et al,, etwork on a hip: an arhiteture for billion transistor era, Pro IEEE orchip Conf [7] International Tehnolog Roadmap for emiondutors Roadmap, OI= [8] Maresau T, et al,, Interonnetion networks enable fine-grain dnami multi-tasking on FPGAs, Pro 1th Conf FPGA, [9] Millberg M, ilsson E, Thid R, Kumar, and Jantsh A, 4, The ostrum bakbone-a ommuniation protool stak for networks on hip, Pro Intl Conf VLI design, [1] eelkrishnan, Yang M, Jiang Y, Zhang L, Yang Y, and Lu E, and Yun X, 8, esign and implementation of a parameterized oc router and its appliation to build PRTbased ocs, to be presented on ITG 8 [11] Ogras UY, Hu J, and Marulesu R, 5, Ke researh problems in oc design: a holisti perspetive, Pro COE+I, [1] nopss nthesis Tutorial, OI= es/71_n_tutpdf [1] Yang M, Li T, Jiang Y, and Yang Y, 5, Fault-tolerant routing shemes in RT(,,1)/α-based interonnetion network for networks-on-hip designs, Pro IPA, 5-57 [14] Yang Y, Amano H, hibamura H, and ueoshi T, 199, Reursive diagonal torus: an interonnetion network for massivel parallel omputers, Pro 5th IEEE mp Parallel and istrib Proessing, [15] Yu Y, Yang M, Yang Y, and Jiang Y, 5, A RT-based interonnetion network for salable oc designs, Pro ITCC, 7-78 [16] Zheng Q and Yang M, 7, Algorithm-hardware odesign of fast parallel round-robin arbiters, IEEE Trans Parallel and istrib st, 18, 1, APPEIX A Proof of Lemma 1 Proof: To prove the lemma, we first introdue the Quad-tar etwork (Q) An -Q is onstruted based on a (+1)(+1) mesh b removing all nodes with their minimum distane (in number of hops) to the enter node (indeed as (, )) greater than and their related links Fig 6 shows the struture of a

6 -Q, with the enter node (C) and an edge node (E) marked The minimum distane between C and E is hops In an n-q, the total number of nodes in the network is given b U ( n) = 4 [ n + ( n ) + L + + 1] n( n 1) + = = n + 1 n + 1 Figure 6 truture of -Q And the sum of lengths (in number of hops) of all shortest paths between all nodes in the network to C is [ + L+ + 1 ] ( n) = 4 n + ( n ) 4n( n + 1)( n + 1) = n = 6 ( n + 1)( n + 1) Fig 7 shows that the 1-QRT is partitioned into 8 Qs in different sizes (shown in different olored regions) based on their respetive loation to the original node O (the node at the left-up orner) ome of the Qs are overlapped In general, for an - QRT, it an be partitioned to one n-q (B in Fig 7), four n-q (F 1, F, F, and F 4 in Fig 7) and three (n-1)-q ( 1,, and in Fig 7), where n=/4 Figure 7 Partition of QRT to Qs Consider the n-q region B in Fig 7 Then the rank- path between an node in B and the original node O is less than or equal to n hops Aording to the JCVR algorithm, the routing path between an node in B and the original node O is less than n Then onsider the n-q regions F 1, F, F, and F 4 The rank- path between an node in these regions and their enter node is less than or equal to n hops Aording to the JCVR algorithm, the routing path between an node in F 1, F, F and F 4 to the original node O is less than n+1 1,, and are (n-1)-qs All rank- paths between nodes in these regions to their original nodes are less than or equal to n-1 hops Aording to JCVR algorithm, the routing path between an node in 1,, and to the original node O is less than n+1 ote that the ombination of all these regions is equivalent to the whole QRT network Beause the QRT is smmetri to an of its nodes, suh partition an be applied to all nodes Then we an have the first onlusion: The diameter of the -QRT network is less than or equal to n+1, where n = 4 As disussed in etion 41, the routing steps from a soure node to a destination node an be derived as r r r r r A = vex X + veyy + vex X + vey Y The length of a routing path is determined b the summation of the four oeffiients and will not hange with the sequene of routing steps From Fig 7, it an be seen that an routing path whih involves more than rank-1 links is not minimal That is, an shortest routing path an have at most rank-1 links Consider the shortest routing path between the original node O and node X as marked in Fig 7 One of the shortest routing paths from O to X with rank-1 links is O P R (or O P T) plus n rank- links from R to X (or T to X), whose length is n+ And one of the shortest routing paths from O to X with 1 rank-1 link is O P plus n rank- links from P to X, whose length is n+1 And there are man shortest routing paths from O to X with onl rank- links with lengths n Then we an have the seond onlusion: The diameter of the -QRT network is greater than or equal to n+1, where n = 4 Combing the above two onlusions, Lemma 1 holds B Proof of Lemma Proof: The alulation of the average distane in QRT is performed b partitioning the network into a set of the Qs Aording to the proof of Lemma 1, b the JCVR algorithm, the total lengths of all shortest paths between one seleted node and all other nodes are um = ( n) + 4 { ( n) n[ 4 + ( n 1) ] + U ( n) [ 4 + ( n 1) ]} + [ ( n 1) + U ( n 1) ] n = + n n + And the number of all suh paths is -1=16n -1 Then the average distane between one seleted node and all other nodes is ( n) + 4 { ( n) n[ 4 + ( n ) ] + U ( n) [ 4 + ( n ) ]} + [ ( n ) + U ( n ) ] d = 16n n + n n + = 16n As the -QRT is a smmetri network, the average distane of - QRT is also d

A Holistic Method for Selecting Web Services in Design of Composite Applications

A Holistic Method for Selecting Web Services in Design of Composite Applications A Holisti Method for Seleting Web Servies in Design of Composite Appliations Mārtiņš Bonders, Jānis Grabis Institute of Information Tehnology, Riga Tehnial University, 1 Kalu Street, Riga, LV 1658, Latvia,

More information

Sebastián Bravo López

Sebastián Bravo López Transfinite Turing mahines Sebastián Bravo López 1 Introdution With the rise of omputers with high omputational power the idea of developing more powerful models of omputation has appeared. Suppose that

More information

Performance Analysis of IEEE 802.11 in Multi-hop Wireless Networks

Performance Analysis of IEEE 802.11 in Multi-hop Wireless Networks Performane Analysis of IEEE 80.11 in Multi-hop Wireless Networks Lan Tien Nguyen 1, Razvan Beuran,1, Yoihi Shinoda 1, 1 Japan Advaned Institute of Siene and Tehnology, 1-1 Asahidai, Nomi, Ishikawa, 93-19

More information

Open and Extensible Business Process Simulator

Open and Extensible Business Process Simulator UNIVERSITY OF TARTU FACULTY OF MATHEMATICS AND COMPUTER SCIENCE Institute of Computer Siene Karl Blum Open and Extensible Business Proess Simulator Master Thesis (30 EAP) Supervisors: Luiano Garía-Bañuelos,

More information

Hierarchical Clustering and Sampling Techniques for Network Monitoring

Hierarchical Clustering and Sampling Techniques for Network Monitoring S. Sindhuja Hierarhial Clustering and Sampling Tehniques for etwork Monitoring S. Sindhuja ME ABSTRACT: etwork monitoring appliations are used to monitor network traffi flows. Clustering tehniques are

More information

Asymmetric Error Correction and Flash-Memory Rewriting using Polar Codes

Asymmetric Error Correction and Flash-Memory Rewriting using Polar Codes 1 Asymmetri Error Corretion and Flash-Memory Rewriting using Polar Codes Eyal En Gad, Yue Li, Joerg Kliewer, Mihael Langberg, Anxiao (Andrew) Jiang and Jehoshua Bruk Abstrat We propose effiient oding shemes

More information

Granular Problem Solving and Software Engineering

Granular Problem Solving and Software Engineering Granular Problem Solving and Software Engineering Haibin Zhu, Senior Member, IEEE Department of Computer Siene and Mathematis, Nipissing University, 100 College Drive, North Bay, Ontario, P1B 8L7, Canada

More information

Chapter 1 Microeconomics of Consumer Theory

Chapter 1 Microeconomics of Consumer Theory Chapter 1 Miroeonomis of Consumer Theory The two broad ategories of deision-makers in an eonomy are onsumers and firms. Eah individual in eah of these groups makes its deisions in order to ahieve some

More information

Channel Assignment Strategies for Cellular Phone Systems

Channel Assignment Strategies for Cellular Phone Systems Channel Assignment Strategies for Cellular Phone Systems Wei Liu Yiping Han Hang Yu Zhejiang University Hangzhou, P. R. China Contat: wliu5@ie.uhk.edu.hk 000 Mathematial Contest in Modeling (MCM) Meritorious

More information

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator nternational Journal of Computer and Eletrial Engineering, Vol. 1, No. 1, April 2009 Neural network-based Load Balaning and Reative Power Control by Stati VAR Compensator smail K. Said and Marouf Pirouti

More information

Parametric model of IP-networks in the form of colored Petri net

Parametric model of IP-networks in the form of colored Petri net Parametri model of IP-networks in the form of olored Petri net Shmeleva T.R. Abstrat A parametri model of IP-networks in the form of olored Petri net was developed; it onsists of a fixed number of Petri

More information

Static Fairness Criteria in Telecommunications

Static Fairness Criteria in Telecommunications Teknillinen Korkeakoulu ERIKOISTYÖ Teknillisen fysiikan koulutusohjelma 92002 Mat-208 Sovelletun matematiikan erikoistyöt Stati Fairness Criteria in Teleommuniations Vesa Timonen, e-mail: vesatimonen@hutfi

More information

A RDT-Based Interconnection Network for Scalable Network-on-Chip Designs

A RDT-Based Interconnection Network for Scalable Network-on-Chip Designs A RDT-Based Interconnection Network for Scalable Network-on-Chip Designs ang u, Mei ang, ulu ang, and ingtao Jiang Dept. of Computer Science Nankai University Tianjing, 300071, China yuyang_79@yahoo.com.cn,

More information

Research on Virtual Vehicle Driven with Vision

Research on Virtual Vehicle Driven with Vision I.J. Information Tehnolog and Computer Siene, 2011, 4, 29-35 Published Online August 2011 in MECS http://.mes-press.org/) Researh on Virtual Vehile Driven ith Vision Youquan Liu and Yu Cui Shool of Information

More information

A Keyword Filters Method for Spam via Maximum Independent Sets

A Keyword Filters Method for Spam via Maximum Independent Sets Vol. 7, No. 3, May, 213 A Keyword Filters Method for Spam via Maximum Independent Sets HaiLong Wang 1, FanJun Meng 1, HaiPeng Jia 2, JinHong Cheng 3 and Jiong Xie 3 1 Inner Mongolia Normal University 2

More information

Computational Analysis of Two Arrangements of a Central Ground-Source Heat Pump System for Residential Buildings

Computational Analysis of Two Arrangements of a Central Ground-Source Heat Pump System for Residential Buildings Computational Analysis of Two Arrangements of a Central Ground-Soure Heat Pump System for Residential Buildings Abstrat Ehab Foda, Ala Hasan, Kai Sirén Helsinki University of Tehnology, HVAC Tehnology,

More information

FIRE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero

FIRE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero FE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero Robotis, Computer Vision and Intelligent Control Group. University

More information

REDUCTION FACTOR OF FEEDING LINES THAT HAVE A CABLE AND AN OVERHEAD SECTION

REDUCTION FACTOR OF FEEDING LINES THAT HAVE A CABLE AND AN OVERHEAD SECTION C I E 17 th International Conferene on Eletriity istriution Barelona, 1-15 May 003 EUCTION FACTO OF FEEING LINES THAT HAVE A CABLE AN AN OVEHEA SECTION Ljuivoje opovi J.. Elektrodistriuija - Belgrade -

More information

An Enhanced Critical Path Method for Multiple Resource Constraints

An Enhanced Critical Path Method for Multiple Resource Constraints An Enhaned Critial Path Method for Multiple Resoure Constraints Chang-Pin Lin, Hung-Lin Tai, and Shih-Yan Hu Abstrat Traditional Critial Path Method onsiders only logial dependenies between related ativities

More information

Recovering Articulated Motion with a Hierarchical Factorization Method

Recovering Articulated Motion with a Hierarchical Factorization Method Reovering Artiulated Motion with a Hierarhial Fatorization Method Hanning Zhou and Thomas S Huang University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, Urbana, IL 680, USA {hzhou, huang}@ifpuiuedu

More information

IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, VOL. 9, NO. 3, MAY/JUNE 2012 401

IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, VOL. 9, NO. 3, MAY/JUNE 2012 401 IEEE TRASACTIOS O DEPEDABLE AD SECURE COMPUTIG, VOL. 9, O. 3, MAY/JUE 2012 401 Mitigating Distributed Denial of Servie Attaks in Multiparty Appliations in the Presene of Clok Drifts Zhang Fu, Marina Papatriantafilou,

More information

Weighting Methods in Survey Sampling

Weighting Methods in Survey Sampling Setion on Survey Researh Methods JSM 01 Weighting Methods in Survey Sampling Chiao-hih Chang Ferry Butar Butar Abstrat It is said that a well-designed survey an best prevent nonresponse. However, no matter

More information

Agent-Based Grid Load Balancing Using Performance-Driven Task Scheduling

Agent-Based Grid Load Balancing Using Performance-Driven Task Scheduling Agent-Based Grid Load Balaning Using Performane-Driven Task Sheduling Junwei Cao *1, Daniel P. Spooner, Stephen A. Jarvis, Subhash Saini and Graham R. Nudd * C&C Researh Laboratories, NEC Europe Ltd.,

More information

Programming Basics - FORTRAN 77 http://www.physics.nau.edu/~bowman/phy520/f77tutor/tutorial_77.html

Programming Basics - FORTRAN 77 http://www.physics.nau.edu/~bowman/phy520/f77tutor/tutorial_77.html CWCS Workshop May 2005 Programming Basis - FORTRAN 77 http://www.physis.nau.edu/~bowman/phy520/f77tutor/tutorial_77.html Program Organization A FORTRAN program is just a sequene of lines of plain text.

More information

A Three-Hybrid Treatment Method of the Compressor's Characteristic Line in Performance Prediction of Power Systems

A Three-Hybrid Treatment Method of the Compressor's Characteristic Line in Performance Prediction of Power Systems A Three-Hybrid Treatment Method of the Compressor's Charateristi Line in Performane Predition of Power Systems A Three-Hybrid Treatment Method of the Compressor's Charateristi Line in Performane Predition

More information

How To Fator

How To Fator CHAPTER hapter 4 > Make the Connetion 4 INTRODUCTION Developing seret odes is big business beause of the widespread use of omputers and the Internet. Corporations all over the world sell enryption systems

More information

OpenSession: SDN-based Cross-layer Multi-stream Management Protocol for 3D Teleimmersion

OpenSession: SDN-based Cross-layer Multi-stream Management Protocol for 3D Teleimmersion : SN-based ross-layer Multi-stream Management Protool for 3 Teleimmersion hsan refin Raoul Rivas Rehana Tabassum Klara Nahrstedt University of Illinois at Urbana-hampaign, Urbana, IL {marefin2, trivas,

More information

A novel active mass damper for vibration control of bridges

A novel active mass damper for vibration control of bridges IABMAS 08, International Conferene on Bridge Maintenane, Safety and Management, 3-7 July 008, Seoul, Korea A novel ative mass damper for vibration ontrol of bridges U. Starossek & J. Sheller Strutural

More information

Computer Networks Framing

Computer Networks Framing Computer Networks Framing Saad Mneimneh Computer Siene Hunter College of CUNY New York Introdution Who framed Roger rabbit? A detetive, a woman, and a rabbit in a network of trouble We will skip the physial

More information

An Efficient Network Traffic Classification Based on Unknown and Anomaly Flow Detection Mechanism

An Efficient Network Traffic Classification Based on Unknown and Anomaly Flow Detection Mechanism An Effiient Network Traffi Classifiation Based on Unknown and Anomaly Flow Detetion Mehanism G.Suganya.M.s.,B.Ed 1 1 Mphil.Sholar, Department of Computer Siene, KG College of Arts and Siene,Coimbatore.

More information

Improved SOM-Based High-Dimensional Data Visualization Algorithm

Improved SOM-Based High-Dimensional Data Visualization Algorithm Computer and Information Siene; Vol. 5, No. 4; 2012 ISSN 1913-8989 E-ISSN 1913-8997 Published by Canadian Center of Siene and Eduation Improved SOM-Based High-Dimensional Data Visualization Algorithm Wang

More information

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules Improved Vehile Classifiation in Long Traffi Video by Cooperating Traker and Classifier Modules Brendan Morris and Mohan Trivedi University of California, San Diego San Diego, CA 92093 {b1morris, trivedi}@usd.edu

More information

Chapter 5 Single Phase Systems

Chapter 5 Single Phase Systems Chapter 5 Single Phase Systems Chemial engineering alulations rely heavily on the availability of physial properties of materials. There are three ommon methods used to find these properties. These inlude

More information

In order to be able to design beams, we need both moments and shears. 1. Moment a) From direct design method or equivalent frame method

In order to be able to design beams, we need both moments and shears. 1. Moment a) From direct design method or equivalent frame method BEAM DESIGN In order to be able to design beams, we need both moments and shears. 1. Moment a) From diret design method or equivalent frame method b) From loads applied diretly to beams inluding beam weight

More information

Implementation of PIC Based LED Displays

Implementation of PIC Based LED Displays International Journal of Eletronis and Computer Siene Engineering Available Online at www.ijese.org ISSN- - Implementation of PIC Based LED Displays Htet Htet Thit San, Chaw Myat Nwe and Hla Myo Tun Department

More information

10.1 The Lorentz force law

10.1 The Lorentz force law Sott Hughes 10 Marh 2005 Massahusetts Institute of Tehnology Department of Physis 8.022 Spring 2004 Leture 10: Magneti fore; Magneti fields; Ampere s law 10.1 The Lorentz fore law Until now, we have been

More information

Chapter 6 A N ovel Solution Of Linear Congruenes Proeedings NCUR IX. (1995), Vol. II, pp. 708{712 Jerey F. Gold Department of Mathematis, Department of Physis University of Utah Salt Lake City, Utah 84112

More information

Marker Tracking and HMD Calibration for a Video-based Augmented Reality Conferencing System

Marker Tracking and HMD Calibration for a Video-based Augmented Reality Conferencing System Marker Traking and HMD Calibration for a Video-based Augmented Reality Conferening System Hirokazu Kato 1 and Mark Billinghurst 2 1 Faulty of Information Sienes, Hiroshima City University 2 Human Interfae

More information

Microcontroller Based PWM Controlled Four Switch Three Phase Inverter Fed Induction Motor Drive

Microcontroller Based PWM Controlled Four Switch Three Phase Inverter Fed Induction Motor Drive SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol. 7, No., November 00, 95-04 UDK: 004.466 Miroontroller Based PWM Controlled Four Swith Three Phase Inverter Fed Indution Motor Drive Nalin Kant Mohanty, Ranganath

More information

A Context-Aware Preference Database System

A Context-Aware Preference Database System J. PERVASIVE COMPUT. & COMM. (), MARCH 005. TROUBADOR PUBLISHING LTD) A Context-Aware Preferene Database System Kostas Stefanidis Department of Computer Siene, University of Ioannina,, kstef@s.uoi.gr Evaggelia

More information

' R ATIONAL. :::~i:. :'.:::::: RETENTION ':: Compliance with the way you work PRODUCT BRIEF

' R ATIONAL. :::~i:. :'.:::::: RETENTION ':: Compliance with the way you work PRODUCT BRIEF ' R :::i:. ATIONAL :'.:::::: RETENTION ':: Compliane with the way you work, PRODUCT BRIEF In-plae Management of Unstrutured Data The explosion of unstrutured data ombined with new laws and regulations

More information

From a strategic view to an engineering view in a digital enterprise

From a strategic view to an engineering view in a digital enterprise Digital Enterprise Design & Management 2013 February 11-12, 2013 Paris From a strategi view to an engineering view in a digital enterprise The ase of a multi-ountry Telo Hervé Paault Orange Abstrat In

More information

Electrician'sMathand BasicElectricalFormulas

Electrician'sMathand BasicElectricalFormulas Eletriian'sMathand BasiEletrialFormulas MikeHoltEnterprises,In. 1.888.NEC.CODE www.mikeholt.om Introdution Introdution This PDF is a free resoure from Mike Holt Enterprises, In. It s Unit 1 from the Eletrial

More information

CIS570 Lecture 4 Introduction to Data-flow Analysis 3

CIS570 Lecture 4 Introduction to Data-flow Analysis 3 Introdution to Data-flow Analysis Last Time Control flow analysis BT disussion Today Introdue iterative data-flow analysis Liveness analysis Introdue other useful onepts CIS570 Leture 4 Introdution to

More information

Bandwidth Allocation and Session Scheduling using SIP

Bandwidth Allocation and Session Scheduling using SIP JOURAL OF COUICAIS, VOL., O. 5, AUGUS 006 7 Bandwidth Alloation and Session Sheduling using SIP Hassan HASSA, Jean-arie GARCIA and Olivier BRU LAAS-CRS, oulouse, Frane Email: {hhassan}@laas.fr Abstrat

More information

AngelCast: Cloud-based Peer-Assisted Live Streaming Using Optimized Multi-Tree Construction

AngelCast: Cloud-based Peer-Assisted Live Streaming Using Optimized Multi-Tree Construction AngelCast: Cloud-based Peer-Assisted Live Streaming Using Optimized Multi-Tree Constrution Raymond Sweha Boston University remos@s.bu.edu Vathe Ishakian Boston University visahak@s.bu.edu Azer Bestavros

More information

MATE: MPLS Adaptive Traffic Engineering

MATE: MPLS Adaptive Traffic Engineering MATE: MPLS Adaptive Traffi Engineering Anwar Elwalid Cheng Jin Steven Low Indra Widjaja Bell Labs EECS Dept EE Dept Fujitsu Network Communiations Luent Tehnologies Univ. of Mihigan Calteh Pearl River,

More information

Optimal Online Buffer Scheduling for Block Devices *

Optimal Online Buffer Scheduling for Block Devices * Optimal Online Buffer Sheduling for Blok Devies * ABSTRACT Anna Adamaszek Department of Computer Siene and Centre for Disrete Mathematis and its Appliations (DIMAP) University of Warwik, Coventry, UK A.M.Adamaszek@warwik.a.uk

More information

Wireless Transmission Systems. Instructor

Wireless Transmission Systems. Instructor Teleommuniation Engineering Tehnology, Texas A&M University Wireless Transmission Systems Leture Notes - Copyright Jeff M. MDougall 2 Wireless Transmission Systems Teleommuniation Engineering Tehnology,

More information

Intelligent Measurement Processes in 3D Optical Metrology: Producing More Accurate Point Clouds

Intelligent Measurement Processes in 3D Optical Metrology: Producing More Accurate Point Clouds Intelligent Measurement Proesses in 3D Optial Metrology: Produing More Aurate Point Clouds Charles Mony, Ph.D. 1 President Creaform in. mony@reaform3d.om Daniel Brown, Eng. 1 Produt Manager Creaform in.

More information

WORKFLOW CONTROL-FLOW PATTERNS A Revised View

WORKFLOW CONTROL-FLOW PATTERNS A Revised View WORKFLOW CONTROL-FLOW PATTERNS A Revised View Nik Russell 1, Arthur H.M. ter Hofstede 1, 1 BPM Group, Queensland University of Tehnology GPO Box 2434, Brisbane QLD 4001, Australia {n.russell,a.terhofstede}@qut.edu.au

More information

Srinivas Bollapragada GE Global Research Center. Abstract

Srinivas Bollapragada GE Global Research Center. Abstract Sheduling Commerial Videotapes in Broadast Television Srinivas Bollapragada GE Global Researh Center Mihael Bussiek GAMS Development Corporation Suman Mallik University of Illinois at Urbana Champaign

More information

) ( )( ) ( ) ( )( ) ( ) ( ) (1)

) ( )( ) ( ) ( )( ) ( ) ( ) (1) OPEN CHANNEL FLOW Open hannel flow is haraterized by a surfae in ontat with a gas phase, allowing the fluid to take on shapes and undergo behavior that is impossible in a pipe or other filled onduit. Examples

More information

Unit 12: Installing, Configuring and Administering Microsoft Server

Unit 12: Installing, Configuring and Administering Microsoft Server Unit 12: Installing, Configuring and Administering Mirosoft Server Learning Outomes A andidate following a programme of learning leading to this unit will be able to: Selet a suitable NOS to install for

More information

Impedance Method for Leak Detection in Zigzag Pipelines

Impedance Method for Leak Detection in Zigzag Pipelines 10.478/v10048-010-0036-0 MEASUREMENT SCIENCE REVIEW, Volume 10, No. 6, 010 Impedane Method for Leak Detetion in igzag Pipelines A. Lay-Ekuakille 1, P. Vergallo 1, A. Trotta 1 Dipartimento d Ingegneria

More information

1.3 Complex Numbers; Quadratic Equations in the Complex Number System*

1.3 Complex Numbers; Quadratic Equations in the Complex Number System* 04 CHAPTER Equations and Inequalities Explaining Conepts: Disussion and Writing 7. Whih of the following pairs of equations are equivalent? Explain. x 2 9; x 3 (b) x 29; x 3 () x - 2x - 22 x - 2 2 ; x

More information

Capacity at Unsignalized Two-Stage Priority Intersections

Capacity at Unsignalized Two-Stage Priority Intersections Capaity at Unsignalized Two-Stage Priority Intersetions by Werner Brilon and Ning Wu Abstrat The subjet of this paper is the apaity of minor-street traffi movements aross major divided four-lane roadways

More information

Robust Classification and Tracking of Vehicles in Traffic Video Streams

Robust Classification and Tracking of Vehicles in Traffic Video Streams Proeedings of the IEEE ITSC 2006 2006 IEEE Intelligent Transportation Systems Conferene Toronto, Canada, September 17-20, 2006 TC1.4 Robust Classifiation and Traking of Vehiles in Traffi Video Streams

More information

VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR. A Thesis by. Hong-Tuan Nguyen Vu

VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR. A Thesis by. Hong-Tuan Nguyen Vu VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR A Thesis by Hong-Tuan Nguyen Vu Eletrial Engineer, Polytehni University of HCMC, 1993 Submitted to the College of

More information

Soft-Edge Flip-flops for Improved Timing Yield: Design and Optimization

Soft-Edge Flip-flops for Improved Timing Yield: Design and Optimization Soft-Edge Flip-flops for Improved Timing Yield: Design and Optimization Abstrat Parameter variations ause high yield losses due to their large impat on iruit delay. In this paper, we propose the use of

More information

Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD)

Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD) MS in International Human Resoure Management For students entering in 2012/3 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date of speifiation:

More information

Classical Electromagnetic Doppler Effect Redefined. Copyright 2014 Joseph A. Rybczyk

Classical Electromagnetic Doppler Effect Redefined. Copyright 2014 Joseph A. Rybczyk Classial Eletromagneti Doppler Effet Redefined Copyright 04 Joseph A. Rybzyk Abstrat The lassial Doppler Effet formula for eletromagneti waves is redefined to agree with the fundamental sientifi priniples

More information

SLA-based Resource Allocation for Software as a Service Provider (SaaS) in Cloud Computing Environments

SLA-based Resource Allocation for Software as a Service Provider (SaaS) in Cloud Computing Environments 2 th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing SLA-based Resoure Alloation for Software as a Servie Provider (SaaS) in Cloud Computing Environments Linlin Wu, Saurabh Kumar

More information

protection p1ann1ng report

protection p1ann1ng report f1re~~ protetion p1ann1ng report BUILDING CONSTRUCTION INFORMATION FROM THE CONCRETE AND MASONRY INDUSTRIES Signifiane of Fire Ratings for Building Constrution NO. 3 OF A SERIES The use of fire-resistive

More information

Software Ecosystems: From Software Product Management to Software Platform Management

Software Ecosystems: From Software Product Management to Software Platform Management Software Eosystems: From Software Produt Management to Software Platform Management Slinger Jansen, Stef Peeters, and Sjaak Brinkkemper Department of Information and Computing Sienes Utreht University,

More information

Deduplication with Block-Level Content-Aware Chunking for Solid State Drives (SSDs)

Deduplication with Block-Level Content-Aware Chunking for Solid State Drives (SSDs) 23 IEEE International Conferene on High Performane Computing and Communiations & 23 IEEE International Conferene on Embedded and Ubiquitous Computing Dedupliation with Blok-Level Content-Aware Chunking

More information

Online Energy Generation Scheduling for Microgrids with Intermittent Energy Sources and Co-Generation

Online Energy Generation Scheduling for Microgrids with Intermittent Energy Sources and Co-Generation Online Energy Generation Sheduling for Mirogrids with Intermittent Energy Soures and Co-Generation Lian Lu Information Engineering Dept. he Chinese Univ. of Hong Kong Jinlong u Information Engineering

More information

Trade Information, Not Spectrum: A Novel TV White Space Information Market Model

Trade Information, Not Spectrum: A Novel TV White Space Information Market Model Trade Information, Not Spetrum: A Novel TV White Spae Information Market Model Yuan Luo, Lin Gao, and Jianwei Huang 1 Abstrat In this paper, we propose a novel information market for TV white spae networks,

More information

An integrated optimization model of a Closed- Loop Supply Chain under uncertainty

An integrated optimization model of a Closed- Loop Supply Chain under uncertainty ISSN 1816-6075 (Print), 1818-0523 (Online) Journal of System and Management Sienes Vol. 2 (2012) No. 3, pp. 9-17 An integrated optimization model of a Closed- Loop Supply Chain under unertainty Xiaoxia

More information

OpenScape 4000 CSTA V7 Connectivity Adapter - CSTA III, Part 2, Version 4.1. Developer s Guide A31003-G9310-I200-1-76D1

OpenScape 4000 CSTA V7 Connectivity Adapter - CSTA III, Part 2, Version 4.1. Developer s Guide A31003-G9310-I200-1-76D1 OpenSape 4000 CSTA V7 Connetivity Adapter - CSTA III, Part 2, Version 4.1 Developer s Guide A31003-G9310-I200-1-76 Our Quality and Environmental Management Systems are implemented aording to the requirements

More information

Social Network Analysis Based on BSP Clustering Algorithm

Social Network Analysis Based on BSP Clustering Algorithm Soial Network Analysis Based on BSP Clustering Algorithm ong Shool of Business Administration China University of Petroleum ABSRAC Soial network analysis is a new researh field in data mining. he lustering

More information

Interpretable Fuzzy Modeling using Multi-Objective Immune- Inspired Optimization Algorithms

Interpretable Fuzzy Modeling using Multi-Objective Immune- Inspired Optimization Algorithms Interpretable Fuzzy Modeling using Multi-Objetive Immune- Inspired Optimization Algorithms Jun Chen, Mahdi Mahfouf Abstrat In this paper, an immune inspired multi-objetive fuzzy modeling (IMOFM) mehanism

More information

Learning Curves and Stochastic Models for Pricing and Provisioning Cloud Computing Services

Learning Curves and Stochastic Models for Pricing and Provisioning Cloud Computing Services T Learning Curves and Stohasti Models for Priing and Provisioning Cloud Computing Servies Amit Gera, Cathy H. Xia Dept. of Integrated Systems Engineering Ohio State University, Columbus, OH 4310 {gera.,

More information

5.2 The Master Theorem

5.2 The Master Theorem 170 CHAPTER 5. RECURSION AND RECURRENCES 5.2 The Master Theorem Master Theorem In the last setion, we saw three different kinds of behavior for reurrenes of the form at (n/2) + n These behaviors depended

More information

Green Cloud Computing

Green Cloud Computing International Journal of Information and Computation Tehnology. ISSN 0974-2239 Volume 4, Number 4 (2014), pp. 431-436 International Researh Publiations House http://www. irphouse.om /ijit.htm Green Cloud

More information

Big Data Analysis and Reporting with Decision Tree Induction

Big Data Analysis and Reporting with Decision Tree Induction Big Data Analysis and Reporting with Deision Tree Indution PETRA PERNER Institute of Computer Vision and Applied Computer Sienes, IBaI Postbox 30 11 14, 04251 Leipzig GERMANY pperner@ibai-institut.de,

More information

Strategic Plan. Achieving our 2020 vision. Faculty of Health Sciences

Strategic Plan. Achieving our 2020 vision. Faculty of Health Sciences Strategi Plan Ahieving our 00 vision Faulty of Health Sienes Our Values guide our ations Health and Understanding, promoting, and influening the holisti well-eing of self and others Our Vision To e a national

More information

Supply chain coordination; A Game Theory approach

Supply chain coordination; A Game Theory approach aepted for publiation in the journal "Engineering Appliations of Artifiial Intelligene" 2008 upply hain oordination; A Game Theory approah Jean-Claude Hennet x and Yasemin Arda xx x LI CNR-UMR 668 Université

More information

THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES

THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES Proeedings of FEDSM 98 998 ASME Fluids Engineering Division Summer Meeting June 2-25, 998 Washington DC FEDSM98-529 THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES John D. Wright Proess

More information

Deadline-based Escalation in Process-Aware Information Systems

Deadline-based Escalation in Process-Aware Information Systems Deadline-based Esalation in Proess-Aware Information Systems Wil M.P. van der Aalst 1,2, Mihael Rosemann 2, Marlon Dumas 2 1 Department of Tehnology Management Eindhoven University of Tehnology, The Netherlands

More information

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS Virginia Department of Taxation INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS www.tax.virginia.gov 2614086 Rev. 07/14 * Table of Contents Introdution... 1 Important... 1 Where to Get Assistane... 1 Online

More information

WATER CLOSET SUPPORTS TECHNICAL DATA

WATER CLOSET SUPPORTS TECHNICAL DATA WATER CLOSET SUPPORTS TECHNICAL DATA Smith engineers have developed an unusually omplete line of fixture supports for mounting all types of "off the floor" fixtures. Supports have been designed for water

More information

Capacity of Multi-Channel Wireless Networks. Random (c, f) Assignment

Capacity of Multi-Channel Wireless Networks. Random (c, f) Assignment Capaity of Multi-Channel Wireless Networks with Random (, f Assignment ABSTRACT Vartika Bhandari Dept. of Computer Siene, and Coordinated Siene Laboratory University of Illinois at Urbana-Champaign vbhandar@uiu.edu

More information

Scalable Hierarchical Multitask Learning Algorithms for Conversion Optimization in Display Advertising

Scalable Hierarchical Multitask Learning Algorithms for Conversion Optimization in Display Advertising Salable Hierarhial Multitask Learning Algorithms for Conversion Optimization in Display Advertising Amr Ahmed Google amra@google.om Abhimanyu Das Mirosoft Researh abhidas@mirosoft.om Alexander J. Smola

More information

A Game Theoretical Approach to Gateway Selections in Multi-domain Wireless Networks

A Game Theoretical Approach to Gateway Selections in Multi-domain Wireless Networks 1 A Game Theoretial Approah to Gateway Seletions in Multi-domain Wireless Networks Yang Song, Starsky H.Y. Wong and Kang-Won Lee IBM Researh, Hawthorne, NY Email: {yangsong, hwong, kangwon}@us.ibm.om Abstrat

More information

Chapter 1: Introduction

Chapter 1: Introduction Chapter 1: Introdution 1.1 Pratial olumn base details in steel strutures 1.1.1 Pratial olumn base details Every struture must transfer vertial and lateral loads to the supports. In some ases, beams or

More information

Earthquake Loss for Reinforced Concrete Building Structures Before and After Fire damage

Earthquake Loss for Reinforced Concrete Building Structures Before and After Fire damage Earthquake Loss for Reinfored Conrete Building Strutures Before and After Fire damage Pai-Mei LIU, Yi-Hsuan Tu and Maw-Shyong SHEU 3 ABSTRACT The purpose of this paper is to propose a rational analytial

More information

IT Essentials II: Network Operating Systems

IT Essentials II: Network Operating Systems Unit 13: IT Essentials II: Network Operating Systems Learning Outomes: A andidate following a programme of learning leading to this unit will be able to: demonstrate understanding of network operating

More information

Design and Implementation of an On-Chip timing based Permutation Network for Multiprocessor system on Chip

Design and Implementation of an On-Chip timing based Permutation Network for Multiprocessor system on Chip Design and Implementation of an On-Chip timing based Permutation Network for Multiprocessor system on Chip Ms Lavanya Thunuguntla 1, Saritha Sapa 2 1 Associate Professor, Department of ECE, HITAM, Telangana

More information

Scalable TCP: Improving Performance in Highspeed Wide Area Networks

Scalable TCP: Improving Performance in Highspeed Wide Area Networks Salable TP: Improving Performane in Highspeed Wide Area Networks Tom Kelly ERN - IT Division Geneva 3 Switzerland tk@am.a.uk ABSTRAT TP ongestion ontrol an perform badly in highspeed wide area networks

More information

Impact Simulation of Extreme Wind Generated Missiles on Radioactive Waste Storage Facilities

Impact Simulation of Extreme Wind Generated Missiles on Radioactive Waste Storage Facilities Impat Simulation of Extreme Wind Generated issiles on Radioative Waste Storage Failities G. Barbella Sogin S.p.A. Via Torino 6 00184 Rome (Italy), barbella@sogin.it Abstrat: The strutural design of temporary

More information

TECHNOLOGY-ENHANCED LEARNING FOR MUSIC WITH I-MAESTRO FRAMEWORK AND TOOLS

TECHNOLOGY-ENHANCED LEARNING FOR MUSIC WITH I-MAESTRO FRAMEWORK AND TOOLS TECHNOLOGY-ENHANCED LEARNING FOR MUSIC WITH I-MAESTRO FRAMEWORK AND TOOLS ICSRiM - University of Leeds Shool of Computing & Shool of Musi Leeds LS2 9JT, UK +44-113-343-2583 kia@i-maestro.org www.i-maestro.org,

More information

THERMAL TO MECHANICAL ENERGY CONVERSION: ENGINES AND REQUIREMENTS Vol. I - Thermodynamic Cycles of Reciprocating and Rotary Engines - R.S.

THERMAL TO MECHANICAL ENERGY CONVERSION: ENGINES AND REQUIREMENTS Vol. I - Thermodynamic Cycles of Reciprocating and Rotary Engines - R.S. THERMAL TO MECHANICAL ENERGY CONVERSION: ENGINES AND REQUIREMENTS Vol. I - Thermodynami Cyles of Reiproating and Rotary Engines - R.S.Kavtaradze THERMODYNAMIC CYCLES OF RECIPROCATING AND ROTARY ENGINES

More information

Equalization of Fiber Optic Channels

Equalization of Fiber Optic Channels Equalization of Fiber Opti Channels Johan Sjölander Deember 2001 IR SB EX 0118 (1032157) ROYAL INSTITUTE OF TECHNOLOGY Department of Signals, Sensors & Systems Signal Proessing S-100 44 STOCKHOLM KUNGL

More information

To the Graduate Council:

To the Graduate Council: o the Graduate Counil: I am submitting herewith a dissertation written by Yan Xu entitled A Generalized Instantaneous Nonative Power heory for Parallel Nonative Power Compensation. I have examined the

More information

Transformation of Tracking Error in Parallel Kinematic Machining. Universität Bremen

Transformation of Tracking Error in Parallel Kinematic Machining. Universität Bremen Transformation of Traking Error in Parallel Kinemati Mahining Vom Fahbereih Produktionstehnik der Universität Bremen Zur Erlangung des Grades Doktor- Ingenieur genehmigte Dissertation von M.S. Ghasem Amirian

More information

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS Virginia Department of Taxation INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS www.tax.virginia.gov 2614086 Rev. 01/16 Table of Contents Introdution... 1 Important... 1 Where to Get Assistane... 1 Online File

More information

AUDITING COST OVERRUN CLAIMS *

AUDITING COST OVERRUN CLAIMS * AUDITING COST OVERRUN CLAIMS * David Pérez-Castrillo # University of Copenhagen & Universitat Autònoma de Barelona Niolas Riedinger ENSAE, Paris Abstrat: We onsider a ost-reimbursement or a ost-sharing

More information

INTELLIGENCE IN SWITCHED AND PACKET NETWORKS

INTELLIGENCE IN SWITCHED AND PACKET NETWORKS 22-24 Setember, Sozool, ULGRI INTELLIGENCE IN SWITCHED ND PCKET NETWORKS Ivaylo Ivanov tanasov Deartment of teleommuniations, Tehnial University of Sofia, 7 Kliment Ohridski st., 1000, hone: +359 2 965

More information

Discovering Trends in Large Datasets Using Neural Networks

Discovering Trends in Large Datasets Using Neural Networks Disovering Trends in Large Datasets Using Neural Networks Khosrow Kaikhah, Ph.D. and Sandesh Doddameti Department of Computer Siene Texas State University San Maros, Texas 78666 Abstrat. A novel knowledge

More information