HIERARCHICAL METHOD OF INTER-AREA FAST REROUTING

Size: px
Start display at page:

Download "HIERARCHICAL METHOD OF INTER-AREA FAST REROUTING"

Transcription

1 Transort and Telecommuncaton Vol. 8 no. 7 Transort and Telecommuncaton 7 volume 8 no Transort and Telecommuncaton Insttute Lomonosova Rga LV-9 Latva DOI.55/tt-7-5 HIRARCHICAL MTHOD OF INTR-ARA FAST RROUTING Olesandr Lemesho Olesandra Yeremeno Olena Nevzorova 3 Kharv Natonal Unversty of Rado lectroncs Deartment of Infocommuncaton ngneerng Kharv Urane 4 Naua Ave. Ph./fa: mal: olesandr.lemesho@nure.ua; olesandra.yeremeno.ua@eee.org; 3 olena.nevzorova@nure.ua In ths aer n order to ncrease the scalablty and fault-tolerance of routng solutons the herarchcal method of nterarea fast reroutng n communcaton networs was resented. The method s based on the decomosed reresentaton of the flowbased routng model wth the ntroducton of the area nteracton condtons to ensure connectvty of the nter-area routes. The model ncludes condtons for border routers rotecton adated for both sngle ath and multath routng. Durng the research t was establshed that the effcency of the roosed method n terms of the seed of the coordnatng rocedure convergence was most nfluenced by the number of border routers and the mlemented routng strategy. Keywords: nter-area routng herarchy fault-tolerance fast reroutng. Introducton A dstnctve feature of any comle system to the class of whch the modern communcaton networs also belong s the herarchy of ts structural and functonal constructon. It s the herarchcal nature of the networ archtecture under the condtons of constant growth n the number and nature of connectons of ts elements swtches routers servers etc. that mamzes the scalablty of rotocol solutons related to the reducton of the amount of servce nformaton crculatng n the networ reducton of the szes of routng tables stored n routers ncreasng effcency of traffc management n networ. It s mortant to note that most modern Qualty of Servce QoS assurance tools have already been adated to the rncles of mult-level traffc management. Ths above all refers to the Herarchcal Queung Framewor Herarchcal Polcng and Herarchcal Shang Csco Networng Academy 4. However the routng rotocols are most senstve to scalablty roblems snce ther man tas s to determne calculate the aths along whch end-to-end QoS requrements would be met whch requres the coordnated oeraton of not one but a number of networ devces. Prncles of herarchcal routng are actvely used n IP Internet Protocol ATM Asynchronous Transfer Mode and MPLS Multrotocol Label Swtchng networs. Ths was esecally evdent n the functonalty of such rotocols as GP order Gateway Protocol OSPF Oen Shortest Path Frst IS-IS Intermedate System to Intermedate System and PNNI Prvate Networ-to-Networ Interface Csco Networng Academy 4; Le Rou et al. 5; Wrght 3. A dstnctve feature of these rotocols s the dvson of the networ nto subnets of dfferent herarchy levels. The uer level s defned by the bacbone through whch low-level subnets echange acets called areas zones or clusters. In IP networs a three-level herarchy can also be suorted when two-level routng s mlemented at the level of an autonomous system. Ths routng s organzed for eamle usng the OSPF rotocol. etween autonomous systems the routng s controlled for eamle by the GP order Gateway Protocol whch determnes the addtonal uer level of the soluton herarchy. At the same tme the boundary between subnets can ass both through routers as n the OSPF rotocol and through the lns accordng to the IS-IS rotocol. An eamle of the structural herarchy s also the dvson of routers nto classes: ntra-area nter-area border and bacbone routers. However under dfferent rotocol solutons the names of routers may dffer as shown n Table Tso and Teare ; Wóc et al. 6. Table. Routers classfcaton n dfferent rotocols Protocol Intra-area routers order routers acbone routers OSPF Internal Routers IRs Area order Router ARs acbone Routers Rs IS-IS Routers Level L Routers Level /Level L/L Routers Level L PNNI Logcal Nodes LNs order Nodes Ns Peer Grou Leaders PGLs 55 Unauthentcated Download Date 7/3/8 5:3 PM

2 Transort and Telecommuncaton Vol. 8 no. 7 Furthermore the ntroduced structural herarchy of routng tas solutons n modern networs s not always suorted by the functonal herarchy. The Dstra and ellman-ford algorthms whch are the bass of most modern routng rotocols do not drectly tae nto account the eculartes of the herarchcal networ constructon. In some cases ths s not a roblem. Ths for eamle s tycal for the scenaro where each area a subnet of the lower level s swtched to the bacbone through one border router whch s the most common soluton n modern networs Tso and Teare. In ths case both the source router and the destnaton router are clearly nown when solvng routng tass n both the areas and the bacbone. Therefore there s no dffculty n coordnatng the fnal solutons of the routng roblems obtaned searately n the areas and the bacbone. It s mortant to note that usng a sngle border router for area and bacbone connecton sgnfcantly reduces the relablty of the networ Ra 5; Yeremeno et al. 6. In the case when the border router s not able to rovde ts functonalty the areas connected through t become bloced wth resect to the bacbone and what s very mortant to other networ areas. And the reasons for ths stuaton can be: falure of the router caused by a breadown; congeston of the border router; comromse of the border router n terms of networ securty. Thus n order to ncrease the relablty of networ solutons n ractce several border routers are used more often to ln searate areas and the bacbone. In case of a falure n one of them the traffc can be transmtted through the worng routers. However n the course of solvng the roblems of routng nter-area flows there s a number of mortant features whch should be taen nto account. The frst feature s related to the fact that when solvng nter-area routng tass t s necessary to foresee the mlementaton of rotecton schemes for border routers wth ther falures due to the reasons gven above. Thus along wth a set of rmary routes t s necessary to calculate a set of bacu aths whch are byassed wth resect to the rotected router. The second feature s that there s ambguty n the order of usng border routers whch s determned on the one hand n the bacbone and on the other hand n the networ areas. When mlementng multath routng ths can be accomaned by a volaton of connectvty of nter-area routes on the bacbone area boundary and under multath routng ambguty can also be manfested n uncoordnated traffc balancng on the border routers. Therefore the tas of ncreasng the coordnaton of routng solutons obtaned n the ndvdual areas and the bacbone s relevant. Ths can be acheved by revson mathematcal models and methods gven n the arorate rotocols of herarchcal routng. To ensure a hgh level of theoretcal ustfcaton for roosed solutons t s necessary to use the roostons rncles and ostulates of the theory of multlevel herarchcal systems roosed by Mesarovc et al. and develoed by Sngh and Ttl 978. Ths aroach has already been aled n solvng herarchcal traffc management roblems by Lemesho et al. 4 6a.. Model of Herarchcal Inter-Area Fast Reroutng Suose that the structure of herarchcal communcaton networ Fg. s resented by the orented grah G M where M s the set of vertces modellng networ routers and s the set of grah ars modellng networs lns. Let K be the set of flows beng crculated n a networ and ~ K K s the cardnalty of set K quanttatvely characterzng the total number of flows n a networ. For every th flow K assumed to be nown ts acet rate whch s measured n acets er second /s. Durng the develong the decomosed model of nter-area routng let us suose that the communcaton networ conssts of n subnetwors or areas nterconnected by rncle of constructng IP networs. Then let every searate р th area n the networ s descrbed by subgrah G M of grah G where M M ; m s the set of р th area routers m s the total number of routers n the area; ; m s the set of lns connectng routers of the р th area n. The number s assgned to the bacbone area resented by the subgrah G M. All other n areas are echangng acets through the bacbone area. 56 Unauthentcated Download Date 7/3/8 5:3 PM

3 Transort and Telecommuncaton Vol. 8 no. 7 Fgure. amle of herarchcal networ Assume that n networ decomoston the boundary between areas asses through the routers le n OSPF rotocol Csco Networng Academy 4. Then based on the ntroduced structural networ model the followng condtons occur M M M M q q q n n; q n q; q. Imlementaton of the condtons system determnes that only the bacbone area may have the common routers wth other areas. Other non-bacbone areas do not have any common routers between themselves. In addton every searate networ ln belongs to only one area. In order to ncrease the fault-tolerance of networ the number of border routers between areas has to be equal to two or more. If one of the routers fals all flows wll be redrected to other border routers. Also for every р th area let us determne the set of border routers M through whch the flows are ncomng or outgong. The whole set of the р th area border routers may be slt nto two subsets where s the subset of border routers through whch the th flow s ncomng to the n р th area; out s the subset of border routers through whch the th flow s outgong from the р th area. For every ln n the р th area ts assocated bandwdth s measured n acets er second out /s. Let us denote M M \ as a set of routers whch are adacent for the router M. Suose that for the networ structure shown n Fg. the source of the th flow s one of the routers of the st area and the destnaton s the router of the nd area. At the same tme the th area s the bacbone. Then the ntroduced sets of transt routers tae the followng form: out ; n M M ; out M 7 M 8 ; M M n. Net we wll wrte down the set of routers adacent for the router M M M. The same router M 4 4 s desgnated as M M 4. routers s the followng: of the st area: M n the th area n whch the set of adacent 57 Unauthentcated Download Date 7/3/8 5:3 PM

4 Transort and Telecommuncaton Vol. 8 no Solvng the roblem of herarchcal routng for every р th area t s necessary to calculate routng varables characterzng the fracton of the th flow rate n the ln. For every router n the р th area t s necessary to fulfl the condton of every th flow conservaton n order to rovde connectvty of calculated nter-area routes n the networ Lemesho et al. 6a. If the р th area s the bacbone area for the th flow these condtons tae the followng form:. ; ; out n The system of equatons must be erformed for every acet flow searately and the frst equaton n the system s ntroduced for all bacbone area routers that the th flow ncomes through to the bacbone area; second equaton n system s ntroduced for all bacbone area routers whch are the transt for the th flow n bacbone area; thrd equaton n system s ntroduced for all bacbone area routers the th flow outgong through from the bacbone area; If the th flow was generated n the р th area and ts source s for eamle the router M for ths networ condton of every th flow conservaton taes the followng form:. ; ; out 3 When the router M n the р th area s the destnaton of the th flow for ths networ the condton of every th flow conservaton taes a followng form:. ; ; n 4 For the case of usng sngle ath routng of flows the net condtons tae lace: 5 and for mlementaton of multath routng strategy the routng varables must satsfy the condtons:. 6 Unauthentcated Download Date 7/3/8 5:3 PM

5 Transort and Telecommuncaton Vol. 8 no. 7 N Routng varables 5 6 are the coordnates of corresondng routng vectors: ~ K 3 m m 7 where s the vector of routng varables determnng the order of flows routng n the networ as a whole; the vector determnes order of flows crculated n the th area; the vector determnes the roblem soluton of the th flow routng n the th area. In dstrbuted decentralzed calculaton of the vectors and wthn each searate th area t s mortant to rovde nter-area connectvty of routes.e. of routes assng through a set of routers n dfferent areas. Smlar to the results obtaned n aer Lemesho et al. 6a ths mles the ntroducton n structure of the model -7 addtonal condtons of nter-area nteracton: С n K 8 С where С m m ; m bacbone areas; s the matr of nterconnecton between the th area and the bacbone wth sze M M m s the number of routers whch are boundary between the th and s the number of coordnates of the vector 3. Condtons of Protectng order Routers under Herarchcal Inter-Area Fast Reroutng When solvng the roblem of nter-area fast reroutng along wth the calculaton of the rmary routes t s necessary to calculate a number of bacu aths. Therefore as shown n Lemesho et al. 6b addtonal routng varables y are ntroduced. y analogy wth eressons 7 the varables y can also be reresented as the coordnates of the corresondng vectors y y and y and condtons of nter-area nteracton 8 must be met for the bacu routes. In ths aer we offer rotecton schemes for a border router by rotectng a set of lns ncdent to the rotected node. Let one of the routers of the th area be the source of the th flow. Then when mlementng sngle ath routng n rotectng a border router M out the followng condtons should hold: y ; where out M M under M M \ 9 when rotectng the ln ; otherwse.. In case of multath routng the followng condtons should be fulflled: y M M under out M M \ where the selecton of values obeys the condton. 59 Unauthentcated Download Date 7/3/8 5:3 PM

6 Transort and Telecommuncaton Vol. 8 no. 7 In notatons of the th area bacbone for the router beng rotected M z n condtons are wrtten as follows: y z ; z z M \ z n the same M M under M. When mlementng the strategy of multath routng we have the condtons: z y z z M M under M M \ z n. 3 If one of the routers of the th area s the destnaton of the th flow then when mlementng the sngle ath routng strategy durng the rotecton of the border router M condtons must be met: y ; n n the followng M M under M M \ 4 where when rotectng the ln ; 5 otherwse. In case of multath routng we have the followng condtons: y M M under n M M \ 6 where the selecton of values obeys the condton 5. In notatons of the th area bacbone for the router beng rotected M z out these condtons are wrtten as follows: y z ; z z M \ z out M M under M. 7 When mlementng the strategy of multath routng we have the condtons: z y z z M \ z out M M under M. 8 If t s necessary to erform reservaton of networ bandwdth and also to revent ossble congeston n the mlementaton of both sngle ath and multath routng strateges the followng condtons are ntroduced nto the model smlar to the results obtaned n Lemesho et al. 6b: K y y 4. Herarchcal Method of Inter-Area Fast Reroutng. 9 Gven the mathematcal model -7 roosed above the bass of the roosed method of herarchcal routng s the solvng of otmzaton roblem durng calculaton of routng varable vectors n K wth fulflment of lmtatons -6 8 durng the usage of the followng otmalty crteron: n t t mn F F H y H y y K where H s dagonal matr of weght coeffcents the coordnates of whch are generally routng t metrcs of the th area lns [] s transose functon of the vector matr. Obectve functon F 6 Unauthentcated Download Date 7/3/8 5:3 PM

7 Transort and Telecommuncaton Vol. 8 no. 7 numercally characterzes total condtonal cost for the organzaton of nter-area routng rocess n communcaton networ. Snce the calculaton of routes n dfferent areas s erformed ndeendently from each other the nter-area route connectvty s not generally ensured.e. the condtons of nter-area nteracton 8 s not fulflled. The ntal choce of routes n each of the areas s dctated by the fact that they are otmal.e. the shortest n the framewor of selected metrcs H. As a rule these routes are on the one hand the most roductve; on the other hand they contan the mnmum number of hos because the addtve crteron s used. The coordnaton whch s carred out on the uer level of herarchy of routng solutons obtaned from searate areas should be drected to the fulflment of the condtons of nter-area nteracton 8. To do ths durng solvng the formulated otmzaton roblem nvolvng wth mnmzaton of eresson wth constrants 6 to rovde fulflment of nteracton condtons 8 the goal coordnaton rncle Mesarovc et al. ; Sngh and Ttl 978 has been used. Then turnng to the uncondtonal etremum roblem: mn F mal y t s necessary to mamze followng Lagrangan by and : L N N t t H y H y K K N С С С y С y K where and are the vectors of Lagrange multlers; and are subvectors of vectors and assgned to each of the vector-matr condtons of nter-area nteracton 8 for rmary and bacu routes resectvely. Under the goal coordnaton rncle the vectors of Lagrange multlers are calculated on the uer level. These multlers are nown values for lower level that s why the eresson can be reresented n the followng decomosed form: L n L t t H y H y L K L K t t H y H y μ С μ С С y q K K K q K С y n where K s the subset of flows ncomng from other networ areas to the р th area whch s the destnaton area for the th flow; K s the subset of flows outgong from the р th area whch s the source area for the th flow K K K. Accordng to the functonal decomoston n eresson all terms are attrbuted to the th area wheren the second thrd fourth and ffth terms n ths eresson are resonsble for the coordnaton of routng order for rmary and bacu routes of outgong and ncomng flows resectvely for th area n the networ. Thus the total roblem of nter-area routng was formulated as a roblem of a herarchcal coordnaton of two-level otmzaton. On the lower herarchcal level there s a calculaton of routng 6 Unauthentcated Download Date 7/3/8 5:3 PM

8 Transort and Telecommuncaton Vol. 8 no. 7 varables resented by vectors n K. The man am of the uer level n the roosed method s a coordnaton of the solutons obtaned from the lower level n order to ensure condtons of nter-area nterworng 8 by modfyng vectors of Lagrange multlers n the mlementaton of the gradent teratve rocedure Sngh and Ttl 978: ; 3 where s the teraton number; accordng to solutons of routng tass each searate area: * and and * are the gradents of functon calculated y n K receved from the lower level n С * С ; y С * y С y. 4 y y On aroachng the values of gradent 4 coordnates to zero the connectvty of nter-area routes wll be rovded. The effectveness of the roosed method of nter-area fast reroutng n terms of effcency and otmalty of the obtaned solutons deends on the coordnatng rocedure convergence rate 3-4. Technologcally the lesser number of teratons s needed to obtan otmal soluton the lesser volume of overhead transmtted between herarchcal levels about the results of calculatons on each of the teratons n the networ s and the lesser tme of solvng the routng roblem n communcaton networ as a whole s. 5. Numercal Study and Analyss of Herarchcal Method of Inter-Area Fast Reroutng 5.. Descrton of Intal Data Let us chec the effcency of the roosed method wth the confrmaton of the adequacy of the mathematcal model assumed n ts bass on a certan numercal eamle. When nvestgatng the soluton of the roblem of herarchcal nter-area fast reroutng wthn the framewor of ths eamle the structure of the communcaton networ shown n Fg. has been chosen. Ths networ conssts of three areas: Area Area and bacbone Area. M 6 M M M 8 M M M 7 M M Fgure. The structure of the networ beng studed 6 Unauthentcated Download Date 7/3/8 5:3 PM

9 Transort and Telecommuncaton Vol. 8 no. 7 Routers that are n the Area Area and Area resectvely can be convenently reresented n the form of the followng sets: M M M M M M ; M M M M3 M4 ; M M M M M M M M M The nteracton between the frst area and the bacbone area s carred out through the routers M M and. In turn the nteracton between the bacbone area and the second area s erformed through the routers M 7 M and M 8 M. Suose that the source node sendng the acets s the router M located n the frst area and the destnaton node s the router located n the second area. Fg. shows ther bandwdth /s n the gas of the lns. Then by analogy wth the 8 values of the routng metrcs that are secfc to the OSPF rotocol the eressons located on the man dagonal of the matr H act as the ln metrc. In the course of the numercal study the ntensty of the transmtted acet flow durng the mlementaton of the sngle ath routng strategy vared from to /s and under multath routng from to /s. 5.. Research of Sngle Path Herarchcal Inter-Area Fast Reroutng Suose that n the networ the structure of whch s shown n Fg. t s necessary to rotect the border router M M located on the boundary of the frst and the bacbone areas. Wth a flow rate 4 rangng from to /s the sngle ath routng has been mlemented. The resultng soluton to the roblem of nter-area fast reroutng reresented by the rmary route s shown n Fg. 3 and by the bacu one n Fg. 4. In ths case the calculated rmary or bacu ath s reresented by a sold lne whle unused lns are shown by semtransarent lnes. In Fg. 3 and Fg. 4 n the gas of the lns a fracton s ndcated where the numerator reresents the ntensty of the transmtted acet flow and the denomnator reresents the caacty of the gven ln. 8 M 6 M M M 8 M M M 7 M M Fgure 3. The resultng coordnated soluton for the roblem of nter-area sngle ath routng of the flow wth the ntensty of /s reresented by the rmary route 63 Unauthentcated Download Date 7/3/8 5:3 PM

10 Transort and Telecommuncaton Vol. 8 no. 7 The calculated rmary ath shown n Fg. 3 ncludes the followng routers of dfferent areas ncludng the border router M M : 4 M M M 7 M M In turn the bacu route s shown n Fg. 4: 4. M M M 7 M M and does not contan the rotected border router: 4 M 6 M M M 8 M M M 7 M M Fgure 4. The resultng coordnated soluton for the roblem of nter-area sngle ath routng of the flow wth the ntensty of /s reresented by the bacu route ach of the calculated routes n accordance wth condton 9 rovdes the transmtted flow wth the necessary bandwdth. Ths soluton was obtaned after the second coordnatng teraton 3 4 snce durng the ntal calculaton the connectvty of the nter-area route was not rovded because the nter-area nteracton condton 8 was not satsfed Research of Multath Herarchcal Inter-Area Fast Reroutng Wth the further ncrease n the ntensty of the same flow u to /s for the same ntal data on the networ structure and bandwdth of the lns Fg. the convergence of the coordnatng rocedure has been already ensured after the thrd teraton and the route solutons have been of the multath nature. The notatons n the gas of the lns are dentcal to those shown n Fg. 3 and Fg. 4. ach of the areas mlements the multath routng because none of the lns can coe wth such a load. Pror to the coordnaton of route solutons receved n the ndvdual areas connectvty of nter-area routes has not been rovded. As before t s needed to rotect the border router M and the resultng soluton to the multath nter-area fast reroutng roblem s shown n Fg. 5 and Fg. 6 for the rmary and the bacu routes resectvely. 64 Unauthentcated Download Date 7/3/8 5:3 PM

11 Transort and Telecommuncaton Vol. 8 no. 7 M 6 M M M M 7 M M 8 M M Fgure 5. The resultng coordnated soluton of the roblem of nter-area multath routng of the flow wth the ntensty of /s reresented by the rmary multath Fgure 5 shows the rmary multath for transmttng the flow /s from the source router to the destnaton router contanng two aths over whch flows wth the same ntensty of /s are transmtted: M M M 6 M 7 M ; M M M M M M M M M M M 6 M M M M 7 M M 8 M M Fgure 6. The resultng coordnated soluton of the roblem for nter-area multath routng of the flow wth the ntensty of /s reresented by the bacu multath 65 Unauthentcated Download Date 7/3/8 5:3 PM

12 Transort and Telecommuncaton Vol. 8 no. 7 The bacu multath used to rotect the border node M also conssts of two aths Fg. 6 over each of whch the flow of the ntensty /s s transmtted: M M M 6 M 7 M ; M M M 7 M. Gven that the ncrease n the set of allowable soluton varants n each of the areas the soluton resented n Fg. 6 has been obtaned after the thrd teraton of the coordnatng rocedure Research of Coordnaton The effectveness of the ractcal mlementaton of the roosed method largely deends on the seed of the coordnaton rocedure convergence 3 4. Mnmzng the number of coordnatng teratons 3 allows frstly to roortonally reduce the volumes of crculatng servce nformaton about the state of the networ; and secondly to ncrease the effcency of solvng the routng roblems n general. The study has found that the seed of convergence of the coordnatng rocedure was nfluenced by dfferent factors: mlemented routng strategy: sngle ath or multath; number of border routers; networ loadng; number of nter-area flows n the networ; area and bacbone structure; area connectvty; number of areas. The resented lst of factors s ordered by the degree of decrease n the nfluence on the seed of the rocedure convergence 3 4. Ths means that the number of coordnatng teratons largely deended on the mlemented routng strategy and the number of border routers and to a lesser etent on the area and bacbone structure as well as the area connectvty. In general when two border routers were used by each of the areas the number of coordnatng teratons n average was - usng the sngle ath routng or -3 wth multath routng Table. If the area structure ncluded three border routers then the average number of coordnatng teratons n rocedure 3 4 ncreased u to for sngle ath routng or to 4 for multath routng. The ncrease n the number of teratons was rovded by the fact that wth the ncrease n the number of border routers and the transton to multath routng whch s sometmes caused by hgh networ load the number of solutons obtaned n ndvdual areas also grew whch must be coordnated wth the hel of the coordnatng rocedure 3 4. Table. The analyss results for the nfluence of the number of border routers and the routng strategy used on the number of teratons of the roosed method coordnatng rocedure 3 4 Number of border routers Number of teratons Sngle ath routng Multath routng Durng the research t was establshed that the sze of the areas and the connectvty of ntra-area routers had no sgnfcant nfluence on the seed of the coordnatng rocedure convergence. 7. Conclusons In order to ncrease the scalablty and fault-tolerance of routng solutons the artcle rooses a herarchcal method of nter-area fast reroutng. The method s based on the decomosed reresentaton of the flow-based routng model -7 wth the ntroducton of the area nteracton condtons 8 to ensure connectvty of the nter-area routes. In addton the model ncludes condtons for border routers redundancy rotecton adated for both sngle ath and multath routng. The roosed method of nter-area fast reroutng s based on the soluton of the otmzaton roblem assocated wth mnmzng the congeston of the networ lns. The roosed method -4 uses the rncle of goal coordnaton to ensure consstency of routng solutons receved by the areas. In the framewor of the eamle consdered the oerablty of the roosed method has been demonstrated n terms of the 66 Unauthentcated Download Date 7/3/8 5:3 PM

13 Transort and Telecommuncaton Vol. 8 no. 7 convergence of the coordnaton rocedure 3 4 and rovson of border routers redundancy n the mlementaton of sngle or multath routng. The use of the roosed method allows to mrove the qualty of solvng routng tass n networs of herarchcal structure namely to sgnfcantly reduce the sze of routng tables and the comutatonal comlety of the solutons obtaned by reducng the dmenson of the otmzaton tas beng solved. Durng the research t was establshed that the effcency of the roosed method n terms of the seed of the coordnatng rocedure convergence 3 4 was most nfluenced by the number of border routers and the mlemented routng strategy. In general the method converged to otmal solutons for - teratons of the rocedure 3 4 under the sngle ath routng for -3 teratons under the multath routng through two border routers; and for 3-4 teratons under multath routng va three border routers. References. Csco Networng Academy d.. 4 Routng Protocols Comanon Gude. Pearson ducaton.. Le Rou J. L. Vasseur J. P. and oyle J. 5 Requrements for nter-area MPLS traffc engneerng No. RFC Lemesho O. Nevzorova O. and Halan A. 4 The ncreasng convergence of coordnaton rocedure n the mlementaton of multath herarchcal routng. In: 4 Frst Internatonal Scentfc-Practcal Conference Problems of Infocommuncatons Scence and Technology Kharv Urane October DOI:.9/INFOCOMMST Lemesho O. Nevzorova O. and Vaveno T. 6a Herarchcal coordnaton method of nterarea routng n telecommuncaton networ. In: 6 Internatonal Conference Rado lectroncs & Info Communcatons UrMCo I Kyv Urane Setember DOI:.9/UrMCo Lemesho O. V. Yeremeno O. S. Tar N. and Halan A. M. 6b Fault-tolerance mrovement for core and edge of IP networ. In: 6 XIth Internatonal Scentfc and Techncal Conference Comuter Scences and Informaton Technologes CSIT I Lvv Urane Setember DOI:.9/STC-CSIT Mesarovc M. D. Maco D. and Taahara Y. Theory of herarchcal multlevel systems Vol. 68. lsever. 7. Ra J. 5 Reslent routng n communcaton networs. Swtzerland: Srnger. DOI:.7/ Sngh M. G. and Ttl A. 978 Systems: decomoston otmsaton and control. Pergamon. 9. Tso J. and Teare D. Desgnng Csco Networ Servce Archtectures ARCH: Foundaton Learnng Gude. Csco ress.. Wóc R. Domżał J. Dulńs Z. Rzym G. Kamsńs A. Gawłowcz P. Jurewcz P. Rząsa J. Stanewcz R. and Wada K. 6 A survey on methods to rovde nterarea multath transmssons. Comuter Networs DOI:.6/.comnet Wrght. 3 Inter-area routng ath selecton and traffc engneerng. Whte aer Data Connecton Lmted.. Yeremeno O. Tar N. & Halan A. M. 6 Fault-tolerant IP routng flow-based model. In: 6 3th Internatonal Conference on Modern Problems of Rado ngneerng Telecommuncatons and Comuter Scence TCST I Lvv-Slavso Urane February DOI:.9/TCST Unauthentcated Download Date 7/3/8 5:3 PM

Research Article. ISSN (Print) s k and. d k rate of k -th flow, source node and

Research Article. ISSN (Print) s k and. d k rate of k -th flow, source node and Scholars Journal of Engneerng and Technology (SJET) Sch. J. Eng. Tech., 2015; 3(4A):343-350 Scholars Academc and Scentfc Publsher (An Internatonal Publsher for Academc and Scentfc Resources) www.saspublsher.com

More information

A Scheduling Algorithm of Periodic Messages for Hard Real-time Communications on a Switched Ethernet

A Scheduling Algorithm of Periodic Messages for Hard Real-time Communications on a Switched Ethernet IJCSNS Internatonal Journal of Comuter Scence and Networ Securty VOL.6 No.5B May 26 A Schedulng Algorthm of Perodc Messages for Hard eal-tme Communcatons on a Swtched Ethernet Hee Chan Lee and Myung Kyun

More information

NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS

NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS ARPN Journal of Engneerng and Appled Scences 006-017 Asan Research Publshng Network (ARPN). All rghts reserved. NUMERICAL SOLVING OPTIMAL CONTROL PROBLEMS BY THE METHOD OF VARIATIONS Igor Grgoryev, Svetlana

More information

VISUAL SELECTION OF SURFACE FEATURES DURING THEIR GEOMETRIC SIMULATION WITH THE HELP OF COMPUTER TECHNOLOGIES

VISUAL SELECTION OF SURFACE FEATURES DURING THEIR GEOMETRIC SIMULATION WITH THE HELP OF COMPUTER TECHNOLOGIES UbCC 2011, Volume 6, 5002981-x manuscrpts OPEN ACCES UbCC Journal ISSN 1992-8424 www.ubcc.org VISUAL SELECTION OF SURFACE FEATURES DURING THEIR GEOMETRIC SIMULATION WITH THE HELP OF COMPUTER TECHNOLOGIES

More information

Cluster Analysis of Electrical Behavior

Cluster Analysis of Electrical Behavior Journal of Computer and Communcatons, 205, 3, 88-93 Publshed Onlne May 205 n ScRes. http://www.scrp.org/ournal/cc http://dx.do.org/0.4236/cc.205.350 Cluster Analyss of Electrcal Behavor Ln Lu Ln Lu, School

More information

Load-Balanced Anycast Routing

Load-Balanced Anycast Routing Load-Balanced Anycast Routng Chng-Yu Ln, Jung-Hua Lo, and Sy-Yen Kuo Department of Electrcal Engneerng atonal Tawan Unversty, Tape, Tawan sykuo@cc.ee.ntu.edu.tw Abstract For fault-tolerance and load-balance

More information

Simulation Based Analysis of FAST TCP using OMNET++

Simulation Based Analysis of FAST TCP using OMNET++ Smulaton Based Analyss of FAST TCP usng OMNET++ Umar ul Hassan 04030038@lums.edu.pk Md Term Report CS678 Topcs n Internet Research Sprng, 2006 Introducton Internet traffc s doublng roughly every 3 months

More information

THE CONDENSED FUZZY K-NEAREST NEIGHBOR RULE BASED ON SAMPLE FUZZY ENTROPY

THE CONDENSED FUZZY K-NEAREST NEIGHBOR RULE BASED ON SAMPLE FUZZY ENTROPY Proceedngs of the 20 Internatonal Conference on Machne Learnng and Cybernetcs, Guln, 0-3 July, 20 THE CONDENSED FUZZY K-NEAREST NEIGHBOR RULE BASED ON SAMPLE FUZZY ENTROPY JUN-HAI ZHAI, NA LI, MENG-YAO

More information

Ontology based data warehouses federation management system

Ontology based data warehouses federation management system Ontolog based data warehouses federaton management sstem Naoual MOUHNI 1, Abderrafaa EL KALAY 2 1 Deartment of mathematcs and comuter scences, Unverst Cad Aad, Facult of scences and technologes Marrakesh,

More information

Application of Genetic Algorithms in Graph Theory and Optimization. Qiaoyan Yang, Qinghong Zeng

Application of Genetic Algorithms in Graph Theory and Optimization. Qiaoyan Yang, Qinghong Zeng 3rd Internatonal Conference on Materals Engneerng, Manufacturng Technology and Control (ICMEMTC 206) Alcaton of Genetc Algorthms n Grah Theory and Otmzaton Qaoyan Yang, Qnghong Zeng College of Mathematcs,

More information

Risk Assessment Using Functional Modeling based on Object Behavior and Interaction

Risk Assessment Using Functional Modeling based on Object Behavior and Interaction Rsk Assessment Usng Functonal Modelng based on Object Behavor and Interacton Akekacha Tangsuksant, Nakornth Promoon Software Engneerng Lab, Center of Ecellence n Software Engneerng Deartment of Comuter

More information

An efficient iterative source routing algorithm

An efficient iterative source routing algorithm An effcent teratve source routng algorthm Gang Cheng Ye Tan Nrwan Ansar Advanced Networng Lab Department of Electrcal Computer Engneerng New Jersey Insttute of Technology Newar NJ 7 {gc yt Ansar}@ntedu

More information

Control strategies for network efficiency and resilience with route choice

Control strategies for network efficiency and resilience with route choice Control strateges for networ effcency and reslence wth route choce Andy Chow Ru Sha Centre for Transport Studes Unversty College London, UK Centralsed strateges UK 1 Centralsed strateges Some effectve

More information

TECHNIQUE OF FORMATION HOMOGENEOUS SAMPLE SAME OBJECTS. Muradaliyev A.Z.

TECHNIQUE OF FORMATION HOMOGENEOUS SAMPLE SAME OBJECTS. Muradaliyev A.Z. TECHNIQUE OF FORMATION HOMOGENEOUS SAMPLE SAME OBJECTS Muradalyev AZ Azerbajan Scentfc-Research and Desgn-Prospectng Insttute of Energetc AZ1012, Ave HZardab-94 E-mal:aydn_murad@yahoocom Importance of

More information

Parallelism for Nested Loops with Non-uniform and Flow Dependences

Parallelism for Nested Loops with Non-uniform and Flow Dependences Parallelsm for Nested Loops wth Non-unform and Flow Dependences Sam-Jn Jeong Dept. of Informaton & Communcaton Engneerng, Cheonan Unversty, 5, Anseo-dong, Cheonan, Chungnam, 330-80, Korea. seong@cheonan.ac.kr

More information

Analytical Performance Analysis of Network- Processor-Based Application Designs

Analytical Performance Analysis of Network- Processor-Based Application Designs Analytcal Performance Analyss of Networ- Processor-Based Alcaton Desgns e Lu BMC Software Inc. Waltham, MA e Wang Unversty of Massachusetts Lowell, MA Abstract Networ rocessors (NP) are desgned to rovde

More information

Annales UMCS Informatica AI 1 (2003) UMCS. Designing of multichannel optical communication systems topologies criteria optimization

Annales UMCS Informatica AI 1 (2003) UMCS. Designing of multichannel optical communication systems topologies criteria optimization Annales Informatca AI 1 (2003) 277-284 Annales Informatca Lubln-Polona Secto AI http://www.annales.umcs.lubln.pl/ Desgnng of multchannel optcal communcaton systems topologes crtera optmzaton Mrosław Hajder,

More information

Region Segmentation Readings: Chapter 10: 10.1 Additional Materials Provided

Region Segmentation Readings: Chapter 10: 10.1 Additional Materials Provided Regon Segmentaton Readngs: hater 10: 10.1 Addtonal Materals Provded K-means lusterng tet EM lusterng aer Grah Parttonng tet Mean-Shft lusterng aer 1 Image Segmentaton Image segmentaton s the oeraton of

More information

Hierarchical clustering for gene expression data analysis

Hierarchical clustering for gene expression data analysis Herarchcal clusterng for gene expresson data analyss Gorgo Valentn e-mal: valentn@ds.unm.t Clusterng of Mcroarray Data. Clusterng of gene expresson profles (rows) => dscovery of co-regulated and functonally

More information

A Saturation Binary Neural Network for Crossbar Switching Problem

A Saturation Binary Neural Network for Crossbar Switching Problem A Saturaton Bnary Neural Network for Crossbar Swtchng Problem Cu Zhang 1, L-Qng Zhao 2, and Rong-Long Wang 2 1 Department of Autocontrol, Laonng Insttute of Scence and Technology, Benx, Chna bxlkyzhangcu@163.com

More information

Routing in Degree-constrained FSO Mesh Networks

Routing in Degree-constrained FSO Mesh Networks Internatonal Journal of Hybrd Informaton Technology Vol., No., Aprl, 009 Routng n Degree-constraned FSO Mesh Networks Zpng Hu, Pramode Verma, and James Sluss Jr. School of Electrcal & Computer Engneerng

More information

Broadcast Time Synchronization Algorithm for Wireless Sensor Networks Chaonong Xu 1)2)3), Lei Zhao 1)2), Yongjun Xu 1)2) and Xiaowei Li 1)2)

Broadcast Time Synchronization Algorithm for Wireless Sensor Networks Chaonong Xu 1)2)3), Lei Zhao 1)2), Yongjun Xu 1)2) and Xiaowei Li 1)2) Broadcast Tme Synchronzaton Algorthm for Wreless Sensor Networs Chaonong Xu )2)3), Le Zhao )2), Yongun Xu )2) and Xaowe L )2) ) Key Laboratory of Comuter Archtecture, Insttute of Comutng Technology Chnese

More information

Efficient Load-Balanced IP Routing Scheme Based on Shortest Paths in Hose Model. Eiji Oki May 28, 2009 The University of Electro-Communications

Efficient Load-Balanced IP Routing Scheme Based on Shortest Paths in Hose Model. Eiji Oki May 28, 2009 The University of Electro-Communications Effcent Loa-Balance IP Routng Scheme Base on Shortest Paths n Hose Moel E Ok May 28, 2009 The Unversty of Electro-Communcatons Ok Lab. Semnar, May 28, 2009 1 Outlne Backgroun on IP routng IP routng strategy

More information

On the Two-level Hybrid Clustering Algorithm

On the Two-level Hybrid Clustering Algorithm On the Two-level Clusterng Algorthm ng Yeow Cheu, Chee Keong Kwoh, Zongln Zhou Bonformatcs Research Centre, School of Comuter ngneerng, Nanyang Technologcal Unversty, Sngaore 639798 ezlzhou@ntu.edu.sg

More information

MODULE - 9 LECTURE NOTES 1 FUZZY OPTIMIZATION

MODULE - 9 LECTURE NOTES 1 FUZZY OPTIMIZATION Water Resources Systems Plannng an Management: vance Tocs Fuzzy Otmzaton MODULE - 9 LECTURE NOTES FUZZY OPTIMIZTION INTRODUCTION The moels scusse so far are crs an recse n nature. The term crs means chotonomous.e.,

More information

Available online at ScienceDirect. Procedia Computer Science 103 (2017 )

Available online at  ScienceDirect. Procedia Computer Science 103 (2017 ) Avalable onlne at www.scencedrect.com ScenceDrect Proceda Computer Scence 03 (207 ) 562 568 XIIth Internatonal Symposum «Intellgent Systems», INTELS 6, 5-7 October 206, Moscow, Russa Retral queueng systems

More information

Advanced LEACH: A Static Clustering-based Heteroneous Routing Protocol for WSNs

Advanced LEACH: A Static Clustering-based Heteroneous Routing Protocol for WSNs Advanced LEACH: A Statc Clusterng-based Heteroneous Routng Protocol for WSNs A. Iqbal 1, M. Akbar 1, N. Javad 1, S. H. Bouk 1, M. Ilah 1, R. D. Khan 2 1 COMSATS Insttute of Informaton Technology, Islamabad,

More information

Virtual Machine Migration based on Trust Measurement of Computer Node

Virtual Machine Migration based on Trust Measurement of Computer Node Appled Mechancs and Materals Onlne: 2014-04-04 ISSN: 1662-7482, Vols. 536-537, pp 678-682 do:10.4028/www.scentfc.net/amm.536-537.678 2014 Trans Tech Publcatons, Swtzerland Vrtual Machne Mgraton based on

More information

6.854 Advanced Algorithms Petar Maymounkov Problem Set 11 (November 23, 2005) With: Benjamin Rossman, Oren Weimann, and Pouya Kheradpour

6.854 Advanced Algorithms Petar Maymounkov Problem Set 11 (November 23, 2005) With: Benjamin Rossman, Oren Weimann, and Pouya Kheradpour 6.854 Advanced Algorthms Petar Maymounkov Problem Set 11 (November 23, 2005) Wth: Benjamn Rossman, Oren Wemann, and Pouya Kheradpour Problem 1. We reduce vertex cover to MAX-SAT wth weghts, such that the

More information

Evaluation of an Enhanced Scheme for High-level Nested Network Mobility

Evaluation of an Enhanced Scheme for High-level Nested Network Mobility IJCSNS Internatonal Journal of Computer Scence and Network Securty, VOL.15 No.10, October 2015 1 Evaluaton of an Enhanced Scheme for Hgh-level Nested Network Moblty Mohammed Babker Al Mohammed, Asha Hassan.

More information

Non-Split Restrained Dominating Set of an Interval Graph Using an Algorithm

Non-Split Restrained Dominating Set of an Interval Graph Using an Algorithm Internatonal Journal of Advancements n Research & Technology, Volume, Issue, July- ISS - on-splt Restraned Domnatng Set of an Interval Graph Usng an Algorthm ABSTRACT Dr.A.Sudhakaraah *, E. Gnana Deepka,

More information

Real-Time Guarantees. Traffic Characteristics. Flow Control

Real-Time Guarantees. Traffic Characteristics. Flow Control Real-Tme Guarantees Requrements on RT communcaton protocols: delay (response s) small jtter small throughput hgh error detecton at recever (and sender) small error detecton latency no thrashng under peak

More information

Recognition of Identifiers from Shipping Container Images Using Fuzzy Binarization and Enhanced Fuzzy Neural Network

Recognition of Identifiers from Shipping Container Images Using Fuzzy Binarization and Enhanced Fuzzy Neural Network Recognton of Identfers from Shng Contaner Images Usng uzzy Bnarzaton and Enhanced uzzy Neural Networ Kwang-Bae Km Det. of Comuter Engneerng, Slla Unversty, Korea gbm@slla.ac.r Abstract. In ths aer, we

More information

IMRT workflow. Optimization and Inverse planning. Intensity distribution IMRT IMRT. Dose optimization for IMRT. Bram van Asselen

IMRT workflow. Optimization and Inverse planning. Intensity distribution IMRT IMRT. Dose optimization for IMRT. Bram van Asselen IMRT workflow Otmzaton and Inverse lannng 69 Gy Bram van Asselen IMRT Intensty dstrbuton Webb 003: IMRT s the delvery of radaton to the atent va felds that have non-unform radaton fluence Purose: Fnd a

More information

APPLICATION OF MULTIVARIATE LOSS FUNCTION FOR ASSESSMENT OF THE QUALITY OF TECHNOLOGICAL PROCESS MANAGEMENT

APPLICATION OF MULTIVARIATE LOSS FUNCTION FOR ASSESSMENT OF THE QUALITY OF TECHNOLOGICAL PROCESS MANAGEMENT 3. - 5. 5., Brno, Czech Republc, EU APPLICATION OF MULTIVARIATE LOSS FUNCTION FOR ASSESSMENT OF THE QUALITY OF TECHNOLOGICAL PROCESS MANAGEMENT Abstract Josef TOŠENOVSKÝ ) Lenka MONSPORTOVÁ ) Flp TOŠENOVSKÝ

More information

Evaluation of Parallel Processing Systems through Queuing Model

Evaluation of Parallel Processing Systems through Queuing Model ISSN 2278-309 Vkas Shnde, Internatonal Journal of Advanced Volume Trends 4, n Computer No.2, March Scence - and Aprl Engneerng, 205 4(2), March - Aprl 205, 36-43 Internatonal Journal of Advanced Trends

More information

The Methods of Maximum Flow and Minimum Cost Flow Finding in Fuzzy Network

The Methods of Maximum Flow and Minimum Cost Flow Finding in Fuzzy Network The Methods of Mamum Flow and Mnmum Cost Flow Fndng n Fuzzy Network Aleandr Bozhenyuk, Evgenya Gerasmenko, and Igor Rozenberg 2 Southern Federal Unversty, Taganrog, Russa AVB002@yande.ru, e.rogushna@gmal.com

More information

Optimization of Local Routing for Connected Nodes with Single Output Ports - Part I: Theory

Optimization of Local Routing for Connected Nodes with Single Output Ports - Part I: Theory U J.T. (: 33- (pr. 0 Optmzaton of Local Routng for Connected odes wth Sngle Output Ports - Part I: Theory Dobr tanassov Batovsk Faculty of Scence and Technology ssumpton Unversty Bangkok Thaland E-mal:

More information

Advanced Computer Networks

Advanced Computer Networks Char of Network Archtectures and Servces Department of Informatcs Techncal Unversty of Munch Note: Durng the attendance check a stcker contanng a unque QR code wll be put on ths exam. Ths QR code contans

More information

E-DEEC- Enhanced Distributed Energy Efficient Clustering Scheme for heterogeneous WSN

E-DEEC- Enhanced Distributed Energy Efficient Clustering Scheme for heterogeneous WSN 21 1st Internatonal Conference on Parallel, Dstrbuted and Grd Comutng (PDGC - 21) E-DEEC- Enhanced Dstrbuted Energy Effcent Clusterng Scheme for heterogeneous WSN Parul San Deartment of Comuter Scence

More information

A New Token Allocation Algorithm for TCP Traffic in Diffserv Network

A New Token Allocation Algorithm for TCP Traffic in Diffserv Network A New Token Allocaton Algorthm for TCP Traffc n Dffserv Network A New Token Allocaton Algorthm for TCP Traffc n Dffserv Network S. Sudha and N. Ammasagounden Natonal Insttute of Technology, Truchrappall,

More information

A Base Station-Coordinated Contention Resolution for IEEE PMP Networks

A Base Station-Coordinated Contention Resolution for IEEE PMP Networks A Base Staton-Coordnated Contenton Resoluton for IEEE 802.6 PMP Networks Wenyan Lu, Weja Ja,2, Wenfeng Du, and Ldong Ln 2 School of Informaton Scence & Engneerng, Central South Unversty, Changsha, 40083,

More information

Index Terms-Software effort estimation, principle component analysis, datasets, neural networks, and radial basis functions.

Index Terms-Software effort estimation, principle component analysis, datasets, neural networks, and radial basis functions. ISO 9001:2008 Certfed Internatonal Journal of Engneerng and Innovatve Technology (IJEIT The Effect of Dmensonalty Reducton on the Performance of Software Cost Estmaton Models Ryadh A.K. Mehd College of

More information

Avoiding congestion through dynamic load control

Avoiding congestion through dynamic load control Avodng congeston through dynamc load control Vasl Hnatyshn, Adarshpal S. Seth Department of Computer and Informaton Scences, Unversty of Delaware, Newark, DE 976 ABSTRACT The current best effort approach

More information

Uncertainty operations with Statool. Jianzhong Zhang. A thesis submitted to the graduate faculty

Uncertainty operations with Statool. Jianzhong Zhang. A thesis submitted to the graduate faculty Uncertanty oeratons wth Statool by Janzhong Zhang A thess submtted to the graduate faculty n artal fulfllment of the requrements for the degree of MASTER OF SCIECE Maor: Comutng Engneerng Program of Study

More information

Lobachevsky State University of Nizhni Novgorod. Polyhedron. Quick Start Guide

Lobachevsky State University of Nizhni Novgorod. Polyhedron. Quick Start Guide Lobachevsky State Unversty of Nzhn Novgorod Polyhedron Quck Start Gude Nzhn Novgorod 2016 Contents Specfcaton of Polyhedron software... 3 Theoretcal background... 4 1. Interface of Polyhedron... 6 1.1.

More information

Subspace clustering. Clustering. Fundamental to all clustering techniques is the choice of distance measure between data points;

Subspace clustering. Clustering. Fundamental to all clustering techniques is the choice of distance measure between data points; Subspace clusterng Clusterng Fundamental to all clusterng technques s the choce of dstance measure between data ponts; D q ( ) ( ) 2 x x = x x, j k = 1 k jk Squared Eucldean dstance Assumpton: All features

More information

Learning the Kernel Parameters in Kernel Minimum Distance Classifier

Learning the Kernel Parameters in Kernel Minimum Distance Classifier Learnng the Kernel Parameters n Kernel Mnmum Dstance Classfer Daoqang Zhang 1,, Songcan Chen and Zh-Hua Zhou 1* 1 Natonal Laboratory for Novel Software Technology Nanjng Unversty, Nanjng 193, Chna Department

More information

Keywords: Cloud Computing, Resource Allocation, Queueing Theory, Performance Measures.

Keywords: Cloud Computing, Resource Allocation, Queueing Theory, Performance Measures. Volume, Issue 9, Setember ISSN: 77 8X Internatonal Journal of Advanced Research n Comuter Scence and Software Engneerng Research Paer Avalable onlne at: wwwjarcssecom Resource Allocaton n Cloud Comutng

More information

A Binarization Algorithm specialized on Document Images and Photos

A Binarization Algorithm specialized on Document Images and Photos A Bnarzaton Algorthm specalzed on Document mages and Photos Ergna Kavalleratou Dept. of nformaton and Communcaton Systems Engneerng Unversty of the Aegean kavalleratou@aegean.gr Abstract n ths paper, a

More information

An Optimal Algorithm for Prufer Codes *

An Optimal Algorithm for Prufer Codes * J. Software Engneerng & Applcatons, 2009, 2: 111-115 do:10.4236/jsea.2009.22016 Publshed Onlne July 2009 (www.scrp.org/journal/jsea) An Optmal Algorthm for Prufer Codes * Xaodong Wang 1, 2, Le Wang 3,

More information

A MULTILEVEL DECISION MAKING MODEL FOR THE SUPPLIER SELECTION PROBLEM IN A FUZZY SITUATION

A MULTILEVEL DECISION MAKING MODEL FOR THE SUPPLIER SELECTION PROBLEM IN A FUZZY SITUATION OPERATIONS RESEARCH AND DECISIONS No. 4 2017 DOI: 10.5277/ord170401 Ahmad Yusuf ADHAMI 1 Syed Mohd MUNEEB 1 Mohammad Asm NOMANI 2 A MULTILEVEL DECISION MAKING MODEL FOR THE SUPPLIER SELECTION PROBLEM IN

More information

Making Name-Based Content Routing More Efficient than Link-State Routing

Making Name-Based Content Routing More Efficient than Link-State Routing Makng Name-Based Content Routng More Effcent than Lnk-State Routng Ehsan Hemmat and J.J. Garca-Luna-Aceves, Comuter Engneerng Deartment, UC Santa Cruz, Santa Cruz, CA 95064 PARC, Palo Alto, CA 94304 {

More information

Compiler Design. Spring Register Allocation. Sample Exercises and Solutions. Prof. Pedro C. Diniz

Compiler Design. Spring Register Allocation. Sample Exercises and Solutions. Prof. Pedro C. Diniz Compler Desgn Sprng 2014 Regster Allocaton Sample Exercses and Solutons Prof. Pedro C. Dnz USC / Informaton Scences Insttute 4676 Admralty Way, Sute 1001 Marna del Rey, Calforna 90292 pedro@s.edu Regster

More information

Constructing Minimum Connected Dominating Set: Algorithmic approach

Constructing Minimum Connected Dominating Set: Algorithmic approach Constructng Mnmum Connected Domnatng Set: Algorthmc approach G.N. Puroht and Usha Sharma Centre for Mathematcal Scences, Banasthal Unversty, Rajasthan 304022 usha.sharma94@yahoo.com Abstract: Connected

More information

Load Balancing for Hex-Cell Interconnection Network

Load Balancing for Hex-Cell Interconnection Network Int. J. Communcatons, Network and System Scences,,, - Publshed Onlne Aprl n ScRes. http://www.scrp.org/journal/jcns http://dx.do.org/./jcns.. Load Balancng for Hex-Cell Interconnecton Network Saher Manaseer,

More information

Available online at ScienceDirect. Procedia Computer Science 94 (2016 )

Available online at  ScienceDirect. Procedia Computer Science 94 (2016 ) Avalable onlne at www.scencedrect.com ScenceDrect Proceda Comuter Scence 94 (2016 ) 176 182 The 13th Internatonal Conference on Moble Systems and Pervasve Comutng (MobSPC 2016) An Effcent QoS-aware Web

More information

A mathematical programming approach to the analysis, design and scheduling of offshore oilfields

A mathematical programming approach to the analysis, design and scheduling of offshore oilfields 17 th European Symposum on Computer Aded Process Engneerng ESCAPE17 V. Plesu and P.S. Agach (Edtors) 2007 Elsever B.V. All rghts reserved. 1 A mathematcal programmng approach to the analyss, desgn and

More information

MOBILITY-BASED MULTICAST ROUTING ALGORITHM FOR WIRELESS MOBILE AD-HOC NETWORKS: A LEARNING AUTOMATA APPROACH

MOBILITY-BASED MULTICAST ROUTING ALGORITHM FOR WIRELESS MOBILE AD-HOC NETWORKS: A LEARNING AUTOMATA APPROACH بسم االله الرحمن الرحيم (الهي همه چيز را به تو مي سپارم ياريم كن) MOBILITY-BASED MULTICAST ROUTING ALGORITHM FOR WIRELESS MOBILE AD-HOC NETWORKS: A LEARNING AUTOMATA APPROACH JAVAD AKBARI TORKESTANI Deartment

More information

Integrated Congestion-Control Mechanism in Optical Burst Switching Networks

Integrated Congestion-Control Mechanism in Optical Burst Switching Networks Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subect matter experts for publcaton n the IEEE GLOBECOM 2005 proceedngs Integrated Congeston-Control Mechansm n Optcal Burst

More information

Intra-Parametric Analysis of a Fuzzy MOLP

Intra-Parametric Analysis of a Fuzzy MOLP Intra-Parametrc Analyss of a Fuzzy MOLP a MIAO-LING WANG a Department of Industral Engneerng and Management a Mnghsn Insttute of Technology and Hsnchu Tawan, ROC b HSIAO-FAN WANG b Insttute of Industral

More information

Cost-efficient deployment of distributed software services

Cost-efficient deployment of distributed software services 1/30 Cost-effcent deployment of dstrbuted software servces csorba@tem.ntnu.no 2/30 Short ntroducton & contents Cost-effcent deployment of dstrbuted software servces Cost functons Bo-nspred decentralzed

More information

A Topology-aware Random Walk

A Topology-aware Random Walk A Topology-aware Random Walk Inkwan Yu, Rchard Newman Dept. of CISE, Unversty of Florda, Ganesvlle, Florda, USA Abstract When a graph can be decomposed nto clusters of well connected subgraphs, t s possble

More information

Contour Error of the 3-DoF Hydraulic Translational Parallel Manipulator. Ryszard Dindorf 1,a, Piotr Wos 2,b

Contour Error of the 3-DoF Hydraulic Translational Parallel Manipulator. Ryszard Dindorf 1,a, Piotr Wos 2,b Advanced Materals Research Vol. 874 (2014) 57-62 Onlne avalable snce 2014/Jan/08 at www.scentfc.net (2014) rans ech Publcatons, Swtzerland do:10.4028/www.scentfc.net/amr.874.57 Contour Error of the 3-DoF

More information

Hermite Splines in Lie Groups as Products of Geodesics

Hermite Splines in Lie Groups as Products of Geodesics Hermte Splnes n Le Groups as Products of Geodescs Ethan Eade Updated May 28, 2017 1 Introducton 1.1 Goal Ths document defnes a curve n the Le group G parametrzed by tme and by structural parameters n the

More information

An Approach for Congestion Control in Sensor Network Using Priority Based Application*

An Approach for Congestion Control in Sensor Network Using Priority Based Application* An Aroach for Congeston Control n Sensor Network Usng Prorty Based Alcaton* Md. Obadur Rahman Muhammad Mostafa Monowar Byung Goo Cho Choong Seon Hong Deartment of Comuter Engneerng, Kyung Hee Unversty

More information

Proper Choice of Data Used for the Estimation of Datum Transformation Parameters

Proper Choice of Data Used for the Estimation of Datum Transformation Parameters Proper Choce of Data Used for the Estmaton of Datum Transformaton Parameters Hakan S. KUTOGLU, Turkey Key words: Coordnate systems; transformaton; estmaton, relablty. SUMMARY Advances n technologes and

More information

Scheduling Remote Access to Scientific Instruments in Cyberinfrastructure for Education and Research

Scheduling Remote Access to Scientific Instruments in Cyberinfrastructure for Education and Research Schedulng Remote Access to Scentfc Instruments n Cybernfrastructure for Educaton and Research Je Yn 1, Junwe Cao 2,3,*, Yuexuan Wang 4, Lanchen Lu 1,3 and Cheng Wu 1,3 1 Natonal CIMS Engneerng and Research

More information

Routability Driven Modification Method of Monotonic Via Assignment for 2-layer Ball Grid Array Packages

Routability Driven Modification Method of Monotonic Via Assignment for 2-layer Ball Grid Array Packages Routablty Drven Modfcaton Method of Monotonc Va Assgnment for 2-layer Ball Grd Array Pacages Yoch Tomoa Atsush Taahash Department of Communcatons and Integrated Systems, Toyo Insttute of Technology 2 12

More information

I 2 C: A Holistic Approach to Prolong the Sensor Network Lifetime

I 2 C: A Holistic Approach to Prolong the Sensor Network Lifetime : A Holstc Aroach to Prolong the Sensor Network Lfetme Yang Peng, Z L, Da Qao, and Wensheng Zhang Iowa State Unversty, Ames, IA 511 {yangeng, zl, da, wzhang}@astate.edu Abstract We resent a novel holstc

More information

Problem Definitions and Evaluation Criteria for Computational Expensive Optimization

Problem Definitions and Evaluation Criteria for Computational Expensive Optimization Problem efntons and Evaluaton Crtera for Computatonal Expensve Optmzaton B. Lu 1, Q. Chen and Q. Zhang 3, J. J. Lang 4, P. N. Suganthan, B. Y. Qu 6 1 epartment of Computng, Glyndwr Unversty, UK Faclty

More information

Semi-Supervised Biased Maximum Margin Analysis for Interactive Image Retrieval

Semi-Supervised Biased Maximum Margin Analysis for Interactive Image Retrieval IP-06850-00.R3 Sem-Suervsed Based Maxmum Margn Analyss for Interactve Image Retreval Lnng Zhang,, Student Member, IEEE, Lo Wang, Senor Member, IEEE and Wes Ln 3, Senor Member, IEEE School of Electrcal

More information

Solitary and Traveling Wave Solutions to a Model. of Long Range Diffusion Involving Flux with. Stability Analysis

Solitary and Traveling Wave Solutions to a Model. of Long Range Diffusion Involving Flux with. Stability Analysis Internatonal Mathematcal Forum, Vol. 6,, no. 7, 8 Soltary and Travelng Wave Solutons to a Model of Long Range ffuson Involvng Flux wth Stablty Analyss Manar A. Al-Qudah Math epartment, Rabgh Faculty of

More information

Private Information Retrieval (PIR)

Private Information Retrieval (PIR) 2 Levente Buttyán Problem formulaton Alce wants to obtan nformaton from a database, but she does not want the database to learn whch nformaton she wanted e.g., Alce s an nvestor queryng a stock-market

More information

A New Approach For the Ranking of Fuzzy Sets With Different Heights

A New Approach For the Ranking of Fuzzy Sets With Different Heights New pproach For the ankng of Fuzzy Sets Wth Dfferent Heghts Pushpnder Sngh School of Mathematcs Computer pplcatons Thapar Unversty, Patala-7 00 Inda pushpndersnl@gmalcom STCT ankng of fuzzy sets plays

More information

Priority-Based Scheduling Algorithm for Downlink Traffics in IEEE Networks

Priority-Based Scheduling Algorithm for Downlink Traffics in IEEE Networks Prorty-Based Schedulng Algorthm for Downlnk Traffcs n IEEE 80.6 Networks Ja-Mng Lang, Jen-Jee Chen, You-Chun Wang, Yu-Chee Tseng, and Bao-Shuh P. Ln Department of Computer Scence Natonal Chao-Tung Unversty,

More information

Lecture 5: Multilayer Perceptrons

Lecture 5: Multilayer Perceptrons Lecture 5: Multlayer Perceptrons Roger Grosse 1 Introducton So far, we ve only talked about lnear models: lnear regresson and lnear bnary classfers. We noted that there are functons that can t be represented

More information

Discrete and Continuous Time High-Order Markov Models for Software Reliability Assessment

Discrete and Continuous Time High-Order Markov Models for Software Reliability Assessment Dscrete and Contnuous Tme Hgh-Order Markov Models for Software Relablty Assessment Vtaly Yakovyna and Oksana Nytrebych Software Department, Lvv Polytechnc Natonal Unversty, Lvv, Ukrane vtaly.s.yakovyna@lpnu.ua,

More information

Analysis of Non-coherent Fault Trees Using Ternary Decision Diagrams

Analysis of Non-coherent Fault Trees Using Ternary Decision Diagrams Analyss of Non-coherent Fault Trees Usng Ternary Decson Dagrams Rasa Remenyte-Prescott Dep. of Aeronautcal and Automotve Engneerng Loughborough Unversty, Loughborough, LE11 3TU, England R.Remenyte-Prescott@lboro.ac.uk

More information

DEAR: A DEVICE AND ENERGY AWARE ROUTING PROTOCOL FOR MOBILE AD HOC NETWORKS

DEAR: A DEVICE AND ENERGY AWARE ROUTING PROTOCOL FOR MOBILE AD HOC NETWORKS DEAR: A DEVICE AND ENERGY AWARE ROUTING PROTOCOL FOR MOBILE AD HOC NETWORKS Arun Avudanayagam Yuguang Fang Wenjng Lou Department of Electrcal and Computer Engneerng Unversty of Florda Ganesvlle, FL 3261

More information

2x x l. Module 3: Element Properties Lecture 4: Lagrange and Serendipity Elements

2x x l. Module 3: Element Properties Lecture 4: Lagrange and Serendipity Elements Module 3: Element Propertes Lecture : Lagrange and Serendpty Elements 5 In last lecture note, the nterpolaton functons are derved on the bass of assumed polynomal from Pascal s trangle for the fled varable.

More information

Efficient Distributed File System (EDFS)

Efficient Distributed File System (EDFS) Effcent Dstrbuted Fle System (EDFS) (Sem-Centralzed) Debessay(Debsh) Fesehaye, Rahul Malk & Klara Naherstedt Unversty of Illnos-Urbana Champagn Contents Problem Statement, Related Work, EDFS Desgn Rate

More information

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 3, MARCH

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 3, MARCH IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 3, MARCH 07 7 A Game Theoretc Aroach for Dstrbuted Resource Allocaton and Orchestraton of Softwarzed Networks Salvatore D Oro, Student Member,

More information

Educational Semantic Networks and their Applications

Educational Semantic Networks and their Applications BUIU Unverstăţ Petrol Gaze dn Ploeşt Vol. X o. /008 77-85 Sera atematcă - Informatcă - Fzcă ducatonal Semantc etwors and ther Alcatons Gabrela ose vu Ionţă Unverstatea Petrol-Gaze dn Ploeşt Bd. Bucureşt

More information

Parallel matrix-vector multiplication

Parallel matrix-vector multiplication Appendx A Parallel matrx-vector multplcaton The reduced transton matrx of the three-dmensonal cage model for gel electrophoress, descrbed n secton 3.2, becomes excessvely large for polymer lengths more

More information

Goals and Approach Type of Resources Allocation Models Shared Non-shared Not in this Lecture In this Lecture

Goals and Approach Type of Resources Allocation Models Shared Non-shared Not in this Lecture In this Lecture Goals and Approach CS 194: Dstrbuted Systems Resource Allocaton Goal: acheve predcable performances Three steps: 1) Estmate applcaton s resource needs (not n ths lecture) 2) Admsson control 3) Resource

More information

FAHP and Modified GRA Based Network Selection in Heterogeneous Wireless Networks

FAHP and Modified GRA Based Network Selection in Heterogeneous Wireless Networks 2017 2nd Internatonal Semnar on Appled Physcs, Optoelectroncs and Photoncs (APOP 2017) ISBN: 978-1-60595-522-3 FAHP and Modfed GRA Based Network Selecton n Heterogeneous Wreless Networks Xaohan DU, Zhqng

More information

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) , Fax: (370-5) ,

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

More information

Resource and Virtual Function Status Monitoring in Network Function Virtualization Environment

Resource and Virtual Function Status Monitoring in Network Function Virtualization Environment Journal of Physcs: Conference Seres PAPER OPEN ACCESS Resource and Vrtual Functon Status Montorng n Network Functon Vrtualzaton Envronment To cte ths artcle: MS Ha et al 2018 J. Phys.: Conf. Ser. 1087

More information

Solutions for Real-Time Communication over Best-Effort Networks

Solutions for Real-Time Communication over Best-Effort Networks Solutons for Real-Tme Communcaton over Best-Effort Networks Anca Hangan, Ramona Marfevc, Gheorghe Sebestyen Techncal Unversty of Cluj-Napoca, Computer Scence Department {Anca.Hangan, Ramona.Marfevc, Gheorghe.Sebestyen}@cs.utcluj.ro

More information

Adaptive Network Resource Management in IEEE Wireless Random Access MAC

Adaptive Network Resource Management in IEEE Wireless Random Access MAC Adaptve Network Resource Management n IEEE 802.11 Wreless Random Access MAC Hao Wang, Changcheng Huang, James Yan Department of Systems and Computer Engneerng Carleton Unversty, Ottawa, ON, Canada Abstract

More information

Related-Mode Attacks on CTR Encryption Mode

Related-Mode Attacks on CTR Encryption Mode Internatonal Journal of Network Securty, Vol.4, No.3, PP.282 287, May 2007 282 Related-Mode Attacks on CTR Encrypton Mode Dayn Wang, Dongda Ln, and Wenlng Wu (Correspondng author: Dayn Wang) Key Laboratory

More information

Determining the Optimal Bandwidth Based on Multi-criterion Fusion

Determining the Optimal Bandwidth Based on Multi-criterion Fusion Proceedngs of 01 4th Internatonal Conference on Machne Learnng and Computng IPCSIT vol. 5 (01) (01) IACSIT Press, Sngapore Determnng the Optmal Bandwdth Based on Mult-crteron Fuson Ha-L Lang 1+, Xan-Mn

More information

Optimized Query Planning of Continuous Aggregation Queries in Dynamic Data Dissemination Networks

Optimized Query Planning of Continuous Aggregation Queries in Dynamic Data Dissemination Networks WWW 007 / Trac: Performance and Scalablty Sesson: Scalable Systems for Dynamc Content Otmzed Query Plannng of Contnuous Aggregaton Queres n Dynamc Data Dssemnaton Networs Rajeev Guta IBM Inda Research

More information

Wireless Sensor Network Localization Research

Wireless Sensor Network Localization Research Sensors & Transducers 014 by IFSA Publshng, S L http://wwwsensorsportalcom Wreless Sensor Network Localzaton Research Lang Xn School of Informaton Scence and Engneerng, Hunan Internatonal Economcs Unversty,

More information

BioTechnology. An Indian Journal FULL PAPER. Trade Science Inc.

BioTechnology. An Indian Journal FULL PAPER. Trade Science Inc. [Type text] [Type text] [Type text] ISSN : 0974-74 Volume 0 Issue BoTechnology 04 An Indan Journal FULL PAPER BTAIJ 0() 04 [684-689] Revew on Chna s sports ndustry fnancng market based on market -orented

More information

TIME-EFFICIENT NURBS CURVE EVALUATION ALGORITHMS

TIME-EFFICIENT NURBS CURVE EVALUATION ALGORITHMS TIME-EFFICIENT NURBS CURVE EVALUATION ALGORITHMS Kestuts Jankauskas Kaunas Unversty of Technology, Deartment of Multmeda Engneerng, Studentu st. 5, LT-5368 Kaunas, Lthuana, kestuts.jankauskas@ktu.lt Abstract:

More information

Sample Solution. Advanced Computer Networks P 1 P 2 P 3 P 4 P 5. Module: IN2097 Date: Examiner: Prof. Dr.-Ing. Georg Carle Exam: Final exam

Sample Solution. Advanced Computer Networks P 1 P 2 P 3 P 4 P 5. Module: IN2097 Date: Examiner: Prof. Dr.-Ing. Georg Carle Exam: Final exam Char of Network Archtectures and Servces Department of Informatcs Techncal Unversty of Munch Note: Durng the attendance check a stcker contanng a unque QR code wll be put on ths exam. Ths QR code contans

More information

Network Intrusion Detection Based on PSO-SVM

Network Intrusion Detection Based on PSO-SVM TELKOMNIKA Indonesan Journal of Electrcal Engneerng Vol.1, No., February 014, pp. 150 ~ 1508 DOI: http://dx.do.org/10.11591/telkomnka.v1.386 150 Network Intruson Detecton Based on PSO-SVM Changsheng Xang*

More information

Skew Estimation in Document Images Based on an Energy Minimization Framework

Skew Estimation in Document Images Based on an Energy Minimization Framework Skew Estmaton n Document Images Based on an Energy Mnmzaton Framework Youbao Tang 1, Xangqan u 1, e Bu 2, and Hongyang ang 3 1 School of Comuter Scence and Technology, Harbn Insttute of Technology, Harbn,

More information