Routing in all-optical DWDM Networks with Sparse Wavelength Conversion Capabilities

Size: px
Start display at page:

Download "Routing in all-optical DWDM Networks with Sparse Wavelength Conversion Capabilities"

Transcription

1 Routng n all-optcal DWDM Networks wth Sparse Wavelength Converson Capabltes Ala I. Al-Fuqaha LAMBDA Optcal Systems 200 Sunset Hlls Rd. Reston, Vrgna U.S.A ala@eee.org Ghulam M. Chaudhry SCE-CSEE Unversty of Mssour-Kansas Cty Kansas Cty, Mssour U.S.A. ChaudhyG@umkc.edu Mohsen Guzan, Ghassen Ben Brahm Department of Computer Scence Western Mchgan Unversty Kalamazoo, Mchgan U.S.A. mguzan@cs.wmch.edu Abstract Ths work focuses on the Routng and Wavelength Assgnment (RWA) problem n all-optcal DWDM networks wth Sparse Wavelength Converson (SWC) capabltes. By sparse wavelength converson, we mean that nodes wthn the optcal network doman mght or mght not support optcal wavelength converson. For these nodes that support optcal wavelength converson, the number of wavelength converters mght be lmted. As such, optcal lghtpaths mght or mght not be able to fnd the wavelength converson resources that mght be needed for t to be establshed. In ths work, we present the RWA problem n all-optcal WDWM networks wth sparse wavelength converson capabltes (RWA-SWC). We also provde Integer Lnear Programmng (ILP) formulaton for Statc Lghtpath Establshment (SLE) n all-optcal networks wth sparse wavelength converson capabltes. Fnally, we propose a new opaque extenson to the OSPF routng protocol to advertse wavelength usage and converter avalablty throughout the optcal network doman. I. INTRODUCTION The telecommuncatons ndustry s currently facng an unprecedented demand for more bandwdth that s substantally hgher than that offered by electro-optc networks. Electro-optc networks use electrcal form of the sgnals to swtch network traffc from the source through some ntermedate nodes towards the fnal destnaton. These networks also use electro-optcal regenerators to strengthen the transmtted sgnals and ther sgnal to nose ratos. These network are not fully utlzng the bandwdth [WENB] of the optcal fber (approxmately 0 THZ) because they use a sngle carrer frequency (wavelength) that s modulated at a maxmum speed of 40 Gbps. Dense Wavelength Dvson Multplexng (DWDM) s consdered a promsng transmsson technology that mproves that utlzaton of optcal fber bandwdth. Thus, future transmsson networks should employ technologes that overcome electro-optcal bottlenecks and offer better utlzaton of the optcal fber bandwdth. It s beleved that all-optcal DWDM networks wll provde the answer to these challenges. These networks wll elmnate the electro-optcal bottlenecks by transmttng optcal sgnals from source to destnaton wthout the need for electro-optcal converson. They wll also offer better utlzaton of the avalable fber bandwdth by modulatng multple carrer frequences (wavelengths) allowng a sngle strand of fber to carry multple optcal sgnals. Whle all-optcal DWDM transport networks offer capactes above those offered by tradtonal electro-optcal networks, several challenges are ntroduced beyond those known n tradtonal electro-optcal networks. In ths work we focus on the routng and wavelength assgnment problem n all-optcal DWDM transport networks wth sparse wavelength converson capabltes. The remander of ths paper s organzed as follows. Secton II provdes an overvew of the RWA problem n networks wth the LWC constrant. Secton III provdes ILP formulaton for the RWA-LWC problem. Secton IV presents new opaque extenson to the OSPF routng protocol to handle all-optcal DWDM networks wth LWC constrant. Secton V presents our floodng polcy Secton VI concludes ths study and dscusses future extensons. II. THE RWA-LWC PROBLEM A lghtpath s an end-to-end connecton that mght span multple lnks n the optcal DWDM network. In order to be able to establsh lghtpaths n all-optcal DWDM networks, a sgnalng protocol s needed to request and set up the lghtpath through the optcal network. When a connecton request arrves to the network through the User to Network sgnalng protocol (for example, OIF), the routng protocol (for example, OSPF) fnds a route and assgns wavelength(s) to the ncomng lghtpath. Then the network-to-network sgnalng protocol s used to set up the lghtpath through the optcal network. The problem of fndng a route and assgnng wavelength(s) to an ncomng lghtpath s known as the Routng and Wavelength Assgnment (RWA) problem. Two types of swtchng systems can be supported wthn the optcal network doman [ZANG]: Wavelength Selectve Cross-Connects (WSXC) and Wavelength Interchangng Cross-Connects (WIXC). In wavelength selectve cross-connects, wavelength converson s not supported and a lghtpath must occupy the same wavelength throughout ts route from source to destnaton. Ths constrant s known as the wavelength contnuty constrant. Ths means that a lghtpath can be blocked even f there are avalable wavelengths on all lnks. Allowng the lghtpath to change from one wavelength to another at an ntermedate node can reduce the blockng GLOBECOM /03/$ IEEE

2 probablty. Swtchng systems that allow wavelength converson are called Wavelength Interchangng Cross- Connects (WIXC). Wavelength converters may lower the blockng probablty n the optcal network by resolvng the conflcts between the lghtpaths. A swtchng system that s capable of convertng every sngle ncomng wavelength to any other wavelength s called a full wavelength converson capable system. An optcal network that s composed of such swtchng systems s equvalent to a crcut-swtched telephone network [ZANG]. In ths case, the routng problem only needs to be solved and wavelength assgnment s not an ssue. Unfortunately, wavelength converters are expensve and adaptng full wavelength converson soluton wthn an optcal network s an expensve strategy that does not always offer hgher performance mprovements n terms of lower blockng probabltes. A more cost effectve strategy can be adapted by dstrbutng the wavelength converson resources on all optcal swtches throughout the optcal network doman. In ths case, each swtch has a lmted number of wavelength converters that t can use to convert an ncomng wavelength to another outgong one. In optcal networks that posses LWC capabltes, the RWA problem s more challengng snce each lghpath has to be assgned a route and a set of wavelengths dependng on the avalablty of the wavelength converson resources through the optcal doman. It should be noted here that the RWA- LWC problem s a generalzaton of the RWA problem that holds for networks wth the wavelength contnuty constrant as well as networks that posses more wavelength converson capabltes. III. ILP FORMULATION FOR THE RWA-LWC PROBLEM The RWA-LWC problem can be formulated as an Integer Lnear Programmng (ILP) problem n whch the obectve functon s to mnmze the total cost of all lghtpaths that need to be establshed n the optcal network. Let us defne the followng: N: Number of swtches. E: Number of lnks. W: Number of wavelengths per lnk. T: Total number of lghtpaths that need to be establshed. Π: Number of source-destnaton pars. Q = { q }, =,2,..., Π : Vector of sze Π, where element q represents the number of requested lghtpaths between the th source-destnaton. R = { r }, =,2,..., Π : Vector of sze Π, where element r represents the number of all possble paths between the th source-destnaton par. V = { v }, =,2,..., N : Vector of sze N, where element v represents the number of wavelength converters nstalled on the th node. P = { p }, =,2,..., r : A lst of Π vectors that represent the paths on whch each of the sourcedestnaton pars can be routed, P s the th vector of the lst. Element p represents the th path on whch the th source-destnaton par can be routed. These paths can be enumerated usng the k-shortest paths algorthm. Notce that two paths are consdered to be dstnct f they go through dfferent fbers or dfferent wavelengths n ther route from source to destnaton. U = ( u, k ), =,2,..., r, k =,2,..., E : A lst of Π vectors that represent the usage of the lnk resources by the dfferent paths, vector U s the th vector of the lst. Element u, k = f the th path between the th sourcedestnaton par uses lnk k, otherwse u, k = 0. X = ( x, k ), =,2,..., r, k =,2,..., N : A lst of Π vectors that represent the usage of the wavelength converson resources by the dfferent paths, vector X s the th vector of the lst. Element x, k = f the th path between the th source-destnaton par uses a wavelength converter that s nstalled on node k, otherwse x, = 0. Y = ( y ), =,2,..., r : A lst of Π vectors that represent the cost of the dfferent paths, vector Y s the th vector of the lst. Element y s the cost of the th path between the th source-destnaton par. Z = ( z, k ), =,2,..., r, k =,2,..., E * W : A lst of Π vectors that represent the usage of the wavelength resources (lambdas) by the dfferent paths, vector Z s the th vector of the lst. Element z, k = f the th path between the th source-destnaton par uses wavelength k k E + on lnk W, otherwse z, = 0. S = ( s ), =,2,..., r : A lst of Π vectors that represent the cost of the dfferent paths, vector S s the th vector of the lst. Element s = f the th path between k k the th source-destnaton par s selected, otherwse 0. s = The obectve functon of the RWA-LWC problem s to mnmze the total cost of all requested lghtpaths. The RWA- LWC problem s then formulated as follows: GLOBECOM /03/$ IEEE

3 Π Mnmze = ( Y Subect to the followng constrants: Q r S = ) T S S Π r Π T ( S ) U W Π T ( S ) X V Π T ( S ) Z Π () (2) (3) (4) (5) In ths formulaton, the symbol T ndcates the transpose operaton. Equaton () ndcates that a path can be selected or not selected (bnary varable). Equaton (2) ndcates that all the requested lghtpaths need to be establshed for a soluton to be feasble. Equaton (3) verfes that no more than W wavelengths are used on a sngle lnk. Equaton (4) verfes that the wavelength converson capablty constrants are respected. Fnally, Equaton (5), guarantees that no more than one connecton s carred on any gven wavelength of all lnks n the network. Table shows two scenaros to whch we appled the ILP formulaton presented above. Table also ndcates the optmal resources that need to be allocated to each lghtpath. Fg. shows the topology of the network on whch the lghtpaths ndcated n Table need to be establshed. In ths example, each wavelength converter was assumed to have a cost of 00. We mplemented the k-shortest paths algorthm to enumerate the dfferent paths for the ILP formulaton then we used CPLEX to solve the formulaton. A c = 2 c = B C c = 2 c = 0 D E c = 3 C : Number of wavelength converters nstalled on the node Number of wavelengths = 3 (per each b-drectonal lnk) Fgure : Sample network wth LWC capabltes F c = Scenaro Source Destnaton Route Wavelengths Converters A B A F AB BD DF A F AC CE EF E A EC CA 0 E A EC CA E B ED DB C D CB BD 0 E A EC CA E B ED DB 0 E B ED DB E B ED DB E B EC CB 0 E B EC CB A B AB 0 A B AB 2 0 A B AB 3 0 A B AC CB 3 Table : Examples of route, wavelength, and converter assgnment n LWC networks IV. GENERIC OPTICAL ROUTING EXTENSION (GORE) The Open Shortest Path Frst (OSPF) s an effcent and commonly used lnk-state protocol [MOY2] that can be employed to dstrbute QoS parameters through the optcal network utlzng ts floodng protocol and ts opaque LSA opton. In ths secton, we ntroduce a Generc Optcal Routng Extenson (GORE) to the OSPF Verson 2 protocol descrbed n RFC The purpose for ths extenson s to advertse the wavelength and converters avalablty throughout the optcal network doman. Earler Internet drafts by Chaudhur et al. [CHAU] and Basak et al. [BASA], take the stand that an optcal adaptaton of the OSPF protocol should not advertse any nformaton pertanng to wavelength avalablty or wavelength converters' avalablty. They contend that the set of avalable wavelengths as well as the number of converters used to convert an ngress wavelength to a dfferent wavelength at the egress of the swtch change so frequently that advertsng these changes would not yeld a performance ncrease proportonal to the communcaton cost of ncreased control traffc. Our GORE extenson breaks from ther proposal and adopts a new strategy that conssts of adaptng the OSPF protocol to advertse the number of avalable wavelengths per fber and the number of wavelength converters avalable wthn the swtch. Our ratonale for advertsng wavelength avalablty nformaton as well as the wavelength converters avalablty nformaton s as follows. In networks wth sparse wavelength converson capabltes, a sgnfcant number of swtches do not posses a large number of wavelength converters; the absence of wavelength nformaton from the descrpton of network lnks causes the route computaton algorthm to operate wth nsuffcent nformaton about the network state. As wavelength utlzaton of network lnks ncreases, the probablty of selectng a source route that can be provsoned dramatcally decreases because the lmted number of wavelength converson resources wll render most of the source routes nfeasble. It s unacceptable that the nfeasblty of these routes would not be GLOBECOM /03/$ IEEE

4 detected untl sgnalng was attempted and faled, because ths would cause lghtpath setup to experence a large number of crankbacks. The cumulatve effect of not advertsng wavelength avalablty nformaton as well as the swtch wavelength converson capablty beng that as the load on the network ncreases, the lghtpath setup latency ncreases prohbtvely. Ths problem gets worse when a large number of swtches n the network have lmted number of wavelength converson resources. It should be emphaszed here that [KOMP0] s desgned to handle a network comprsed of Packet Swtchng Capable (PSC), Tme Dvson Multplexng Capable (TDMC), Lambda Swtchng Capable (LSC), and Fber Swtchng Capable (FSC) equpment. We thnk ths approach; even though t s generc; complcates the routng protocol and makes t neffcent snce the routng protocol should handle the advertsements of equpment employng all prevously mentoned swtchng technologes even though such equpment mght belong to dfferent overlays. In ths work, we take the stand that telecom networks employ overlay archtecture and t s more effcent and feasble to desgn a routng protocol that s specfc to each of the employed overlays. In ths case, despte that each overlay would employ ts own routng protocol, each overlay would be able to advertse more nformaton that s specfc to that overlay resultng n more effcent routng and better provsonng of network resources. In ths secton, we present an extenson to the OSPF protocol that addresses the routng problem faced n all-optcal DWDM networks wth lmted number of wavelength converson resources. Even though that the routng extenson presented n ths paper s an overlay specfc one that pertans to all-optcal DWDM networks regardless of ther wavelength converson capabltes a smlar approach can be adapted to desgn routng protocols for other overlays. A. Overvew OSPF-GORE Extenson OSPF opaque Lnk State Advertsement (LSA) opton provdes a generalzed mechansm for OSPF to carry addtonal nformaton especally for traffc engneerng. Opaque LSAs [COLT] are of types 9, 0, and. Opaque LSAs consst of a standard LSA header followed by a 32-bt algned applcaton-specfc nformaton feld. The traffc engneerng LSA opaque data s dvded nto a number of tuples, each consstng of a Type (T), a Length (L), and a Value (V). The general defnton of TLV s used, except that the length feld sze depends on the type feld. The nformaton carred by an opaque LSA s structured nto one TLV and zero or more traffc engneerng sub-tlvs as needed. Fg. 2 represents the detaled structure of an opaque LSA header whle Fg. 3 represents the structure of the nformaton carred by the opaque LSA n terms of TLV and sub-tlvs. In the next two subsectons, a detaled descrpton of the message formats used by our OSPF-GORE extenson to advertse the wavelength usage and the number of avalable wavelength converters per swtch s llustrated. Lnk State ID Sub-TLV Type LS Age Opton LS Type = 0 LS checksum TE LSA ID Advertsng Router LS Sequence Number Length LSA # (0..255) Traffc Eng. Type Identfes OSPF Instance For old and duplcate Opaque LSA detecton (Sequence of the same LSA #) Fgure 2: Opaque LSA header nformaton Type Type Opaque LSA Header.. Value Fgure 3: Opaque LSA structure Length Length ) Wavelength-Avalablty Opaque LSA Message Format The Wavelength-Avalablty Opaque LSA descrbes a DWDM lnk that can carry multple wavelengths. Ths LSA descrbes the avalablty of the dfferent wavelengths carred over the DWDM lnk, the local and remote nterface IP addresses and ther dentfers. Fg. 3 shows the Wavelength-Avalablty Opaque LSA format. Ths LSA contans the followng felds: LS Age: Tme n seconds snce the LSA was orgnated. Optons: The optonal capabltes supported by the descrbed porton of the routng doman. LSA Type: Ths feld s set to 0 descrbng an opaque LSA to be advertsed nsde a sngle area. Lnk State ID: In our case (pont-to-pont), ths feld s set to the source nterface IP address. Advertsng Router: The Router ID of the router that orgnated the LSA LS Sequence Number: Successve nstances of an LSA are gven successve LS sequence numbers. GLOBECOM /03/$ IEEE

5 LS Checksum: The Fletcher checksum of the complete contents of the LSA excludng the LS age feld. Length: Ths feld represents the length n bytes of the whole LSA. Type = 2: The Lnk TLV descrbes a sngle lnk. Lnk ID: Ths feld dentfes the other end of the lnk. In our case (pont-to-pont), ths s the Router ID of the neghbor. The Lnk ID sub-tlv s of Type = 2, and s four bytes n length. Local Interface IP Address: Ths feld specfes the IP address of the nterface correspondng to ths lnk. The local nterface IP address felds are used to dscern multple parallel lnks between systems. The type of the sub-tlv correspondng to ths feld s 3. Remote Interface IP Address: Ths feld specfes the IP address of the neghbor's nterface correspondng to ths lnk. The remote nterface IP address felds are used to dscern multple parallel lnks between systems. The type of the sub-tlv correspondng to ths feld s 4. Outgong Interface Identfer: A lnk from Swtch A to B may be assgned an outgong nterface dentfer. Ths feld represents a non-zero 32-bt number assgned by swtch A. It should be unque wthn the scope of A. The type of the sub-tlv correspondng to ths feld s. Incomng Interface Identfer: A lnk from Swtch A to B may be assgned an ncomng nterface dentfer, whch s the outgong nterface dentfer from B's pont of vew. The type of the sub-tlv correspondng to ths feld s 2. Type = 32777: The type of the new ntroduced sub-tlv should be out of the range , whch s reserved for Csco-specfc extensons. Our OSPF-GORE extenson range should not conflct wth the requred or optonal sub-tlv types or wth range reserved for Cscospecfc extensons. The range wll be used by OSPF-GORE for further extensons. We decde to assgn a type value of to the new Wavelength- Avalablty opaque sub-tlv. Length of Mask: Number of bts used to represent the bandwdth mask. Bandwdth Mask: Ths feld represents the avalable as well as used wavelengths over a specfc lnk. Ths feld s 20 bts long (see Fg. 4). Bt (where 20) represents the status of λ : λ = f wavelength λ s currently used λ = 0 f wavelength λ s currently free 2) Wavelength Converter Avalablty Opaque LSA Message Format The Wavelength Converter Avalablty Opaque LSA descrbes the number of wavelength converters avalable wthn the swtch. We use the same concept used to defne the Wavelength Avalablty opaque LSA except for the sub-tlv type feld. Fg. 5 depcts the Wavelength Converter Avalablty Opaque LSA format. Ths LSA contans the followng felds: Type = 32776: We use the same concept used n defnng the Wavelength Avalablty opaque LSA. Agan, the type of the newly ntroduced sub-tlv should be out of the range We decde to assgn a type value of to the Wavelength Converter Avalablty opaque sub-tlv. Number of converters: The total number of converters that are not used wthn the swtch. V. OSPF-GORE LSA FLOODING POLICY Some of the Traffc Engneerng (TE) and Qualty of Servce (QoS) parameters change very frequently, rasng the ssue of when to advertse the changes of the network characterstcs throughout the whole network. The orgnal OSPF standard mandates a varety of tunable parameters controllng the floodng of LSAs, ncludng the MnLSInterval that specfes the tme between any two consecutve LSA orgnatons, and the MnLSArrval that lmts the frequency of acceptng newer nstances of LSAs. In [APOS], Apostolopoulos et al. present other polces dealng wth the ssue of when a router should flood a new LSA to advertse changes n ts lnk metrc. Some of the proposed polces nclude: Threshold based polces, whch trgger updates when the dfference between the prevously flooded and the current value of avalable lnk bandwdth s larger than a confgurable threshold. Class based polces, whch partton the capacty of a lnk nto a number of classes and re-advertse when a class boundary s crossed. Tmer based polces, whch generate updates at fxed ntervals to enforce a mnmum spacng between two consecutve updates. Our OSPF-GORE extenson adopts the followng update polcy to advertse the wavelength usage and converter avalablty metrcs: The traffc comng to the swtch over a specfc wavelength uses the same wavelength at the output port of the swtch: In ths case, no wavelength converson s needed and only a Wavelength Avalablty LSA has to be orgnated and flooded to all neghborng swtches. The traffc comng to the swtch over a specfc wavelength needs to be swtched to a dfferent wavelength at the output port of the swtch: In ths case, a wavelength converter s needed and two opaque LSAs have to be orgnated and flooded to all neghborng swtches. The frst opaque LSA s the Wavelength Avalablty, whch refers to the change n the wavelength GLOBECOM /03/$ IEEE

6 avalablty. The second opaque LSA s the Wavelength Converter Avalablty, whch refers to the change n the avalable number of converters wthn the swtch. VI. CONCLUSIONS AND FUTURE WORK In ths work, we ntroduced a new extenson to the OSPF routng protocol for all-optcal DWDM networks wth sparse wavelength converson capabltes. We also presented an ILP formulaton for the RWA-LWC problem faced n these networks. Ths ILP formulaton can be used n small networks wth statc traffc load. In the future, a heurstc approach can be ntroduced to deal wth large networks or networks wth dynamc traffc loads. The obectve of any proposed heurstc should be to mnmze the blockng probablty whle offerng paths wth reasonable QoS. A fuzzy-nference rule base can be used to assgn a fuzzy cost to each path based on the crsp metrcs of the network lnks and the QoS requrements of the lghtpaths that need to be establshed. LS Age Opton LS Type=0 TE Type TE LSA ID LSA# Advertsng Router LS Sequence Number LS checksum Length=08 Type=2 Length=84 Type=2 Lnk ID Type=3 Local Interface IP Address Type=4 Remote Interface IP Address Type= Outgong Interface Identfer Type=2 Incomng Interface Identfer Type=32773 Lnk Protoceton Type Not Used Type=32774 Length=8 Shared Rsk Lnk Group (SRLG) Shared Rsk Lnk Group (SRLG2) Type=32775 Length=20 Length of Mask Bandwdth Mask Reserved for Future Use Fgure 4: Wavelength avalablty opaque LSA LS Age Opton LS Type=0 TE Type TE LSA ID LSA# Advertsng Router LS Sequence Number LS Checksum Length=32 Type=2 Length=8 Type=32776 Number of Converters Number of Used converters Fgure 5: Converter avalablty opaque LSA REFERENCES [APOS] George Apostolopoulos, RochGuérn, Sanay Kamat, SatshTrpath, Qualty of Servce Based Routng: A Performance Perspectve, n Proc. Of ACM SIGCOMM, pp. 7-28,, September 998. [BANE] D. Baneree and B. mukheree, A Practcal Approach for Routng and Wavelength Assgnment n Large Wavelength-Routed Optcal Networks, IEEE Journal on Selected Areas n Communcatons, Vol. 4, No. 5, pp , June 996. [BASA] D. Basak, D. Awduche, J. Drake, Y. Rekhter, "Mult-protocol Lambda Swtchng: Issues n Combnng MPLS Traffc Engneerng Control Wth Optcal Crossconnects," Internet Draft, Work n Progress, July [CHAU] Sd Chaudhur, Gsl Halmtysson, Jennfer Yates, Control of Lghtpaths n an Optcal Network, Internet Draft, Work n Progress, August [COLT] R. Coltun, The OSPF Opaque LSA Opton, RFC 2370, July 998. [KATZ] D. Katz, D. Yeung, K. Kompella, "Traffc Engneerng Extensons to OSPF Verson 2," Internet Draft, Work n Progress, October [KOMP] K. Kompella, Y. Rekhter, "Routng Extensons n Support of Generalzed MPLS," Internet Draft, Work n Progress, August [KOMP2] K. Kompella, Y. Rekhter, "OSPF Extensons n Support of Generalzed MPLS," Internet Draft, Work n Progress, August [LEEK] Kyungsk Lee, Kug Chang Kang, Taehan Lee, Sungsoo Park, An Optmzaton Approach to Routng and Wavelength Assgnment n WDM All-Optcal Mesh Networks wthout Wavelength Converson", ETRI Journal, Vol. 24, No. 2, pp.3-4, [MOKH] Ahmed Mokhtar, Murat Azzoğlu, Adaptve wavelength routng n all-optcal networks, IEEE/ACM Transactons on Networkng, v.6 n.2, pp , Aprl 998. [WANG] G. Wang, D. Fedyk, V. Sharma, K. Owens, G. Ash, M. Krshnaswamy, Y. Cao, M. Grsh, H. Ruck, S. Bernsten, P. Nquyen, S. Ahluwala, L. Wang, A. Dora, H. Hummel, Extensons to OSPF/IS-IS for Optcal Routng, Internet Draft, [WENB] March Bo Wen and K. M. Svalngam, "Routng, Wavelength and Tme-Slot Assgnment n Tme Dvson Multplexed Wavelength-Routed Optcal WDM Networks", IEEE INFOCOM, June [ZANG] Hu Zang, Jason P. Jue, and Bswanath Mukheree, "A revew of routng and wavelength assgnment approaches for wavelength-routed optcal WDM networks," SPIE Optcal Networks Magazne, Vol., No., Jan GLOBECOM /03/$ IEEE

Dynamic Lightpath Protection in WDM Mesh Networks under Wavelength Continuity Constraint

Dynamic Lightpath Protection in WDM Mesh Networks under Wavelength Continuity Constraint Dynamc Lghtpath Protecton n WDM Mesh etworks under Wavelength Contnuty Constrant Shengl Yuan* and Jason P. Jue *Department of Computer and Mathematcal Scences, Unversty of Houston Downtown One Man Street,

More information

Routing and Wavelength Assignment in All-Optical DWDM Transport Networks with Sparse Wavelength Conversion Capabilities. Ala I. Al-Fuqaha, Ph.D.

Routing and Wavelength Assignment in All-Optical DWDM Transport Networks with Sparse Wavelength Conversion Capabilities. Ala I. Al-Fuqaha, Ph.D. Routing and Wavelength Assignment in All-Optical DWDM Transport Networks with Sparse Wavelength Conversion Capabilities Ala I. Al-Fuqaha, Ph.D. Overview Transport Network Architectures: Current Vs. IP

More information

ELECTRONIC WAVELENGTH TRANSLATION IN OPTICAL NETWORKS. Milan Kovacevic and Anthony Acampora. Center for Telecommunications Research

ELECTRONIC WAVELENGTH TRANSLATION IN OPTICAL NETWORKS. Milan Kovacevic and Anthony Acampora. Center for Telecommunications Research ELECTRONIC WAVELENGTH TRANSLATION IN OPTICAL NETWORKS Mlan Kovacevc Anthony Acampora Department of Electrcal Engneerng Center for Telecommuncatons Research Columba Unversty, New York, NY 0027-6699 Abstract

More information

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University Dynamc Optmzaton Assgnment 1 Sasanka Nagavall snagaval@andrew.cmu.edu 16-745 January 29, 213 Robotcs Insttute Carnege Mellon Unversty Table of Contents 1. Problem and Approach... 1 2. Optmzaton wthout

More information

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate Comparatve Analyss of Reuse and 3 n ular Network Based On IR Dstrbuton and Rate Chandra Thapa M.Tech. II, DEC V College of Engneerng & Technology R.V.. Nagar, Chttoor-5727, A.P. Inda Emal: chandra2thapa@gmal.com

More information

Dynamic Wavelength Routing in WDM Networks under Multiple Signal Quality Constraints

Dynamic Wavelength Routing in WDM Networks under Multiple Signal Quality Constraints Dynamc Wavelength Routng n WDM Networks under Multple Sgnal Qualty Constrants Wey Zhang, Guolang Xue, Senor Member, IEEE, Jan Tang, Krshnayan Thulasraman, Fellow, IEEE Abstract Most research works n routng

More information

NETWORK 2001 Transportation Planning Under Multiple Objectives

NETWORK 2001 Transportation Planning Under Multiple Objectives NETWORK 200 Transportaton Plannng Under Multple Objectves Woodam Chung Graduate Research Assstant, Department of Forest Engneerng, Oregon State Unversty, Corvalls, OR9733, Tel: (54) 737-4952, Fax: (54)

More information

A NSGA-II algorithm to solve a bi-objective optimization of the redundancy allocation problem for series-parallel systems

A NSGA-II algorithm to solve a bi-objective optimization of the redundancy allocation problem for series-parallel systems 0 nd Internatonal Conference on Industral Technology and Management (ICITM 0) IPCSIT vol. 49 (0) (0) IACSIT Press, Sngapore DOI: 0.776/IPCSIT.0.V49.8 A NSGA-II algorthm to solve a b-obectve optmzaton of

More information

Dynamic Lightpath Protection in WDM Mesh Networks under Risk-Disjoint Constraint

Dynamic Lightpath Protection in WDM Mesh Networks under Risk-Disjoint Constraint Dynamc Lghtpath Protecton n D esh Netors under Rs-Dsont Constrant Shengl Yuan* and Jason P. Jue *Department of Computer and athematcal Scences, Unversty of Houston Donton One an Street, Houston, TX 7700,

More information

A Novel Optimization of the Distance Source Routing (DSR) Protocol for the Mobile Ad Hoc Networks (MANET)

A Novel Optimization of the Distance Source Routing (DSR) Protocol for the Mobile Ad Hoc Networks (MANET) A Novel Optmzaton of the Dstance Source Routng (DSR) Protocol for the Moble Ad Hoc Networs (MANET) Syed S. Rzv 1, Majd A. Jafr, and Khaled Ellethy Computer Scence and Engneerng Department Unversty of Brdgeport

More information

A Comparison of Two Equivalent Real Formulations for Complex-Valued Linear Systems Part 2: Results

A Comparison of Two Equivalent Real Formulations for Complex-Valued Linear Systems Part 2: Results AMERICAN JOURNAL OF UNDERGRADUATE RESEARCH VOL. 1 NO. () A Comparson of Two Equvalent Real Formulatons for Complex-Valued Lnear Systems Part : Results Abnta Munankarmy and Mchael A. Heroux Department of

More information

Enhancing Throughput in Wireless Multi-Hop Network with Multiple Packet Reception

Enhancing Throughput in Wireless Multi-Hop Network with Multiple Packet Reception Enhancng Throughput n Wreless Mult-Hop Network wth Multple Packet Recepton Ja-lang Lu, Paulne Vandenhove, We Shu, Mn-You Wu Dept. of Computer Scence & Engneerng, Shangha JaoTong Unversty, Shangha, Chna

More information

Resource Control for Elastic Traffic in CDMA Networks

Resource Control for Elastic Traffic in CDMA Networks Resource Control for Elastc Traffc n CDMA Networks Vaslos A. Srs Insttute of Computer Scence, FORTH Crete, Greece vsrs@cs.forth.gr ACM MobCom 2002 Sep. 23-28, 2002, Atlanta, U.S.A. Funded n part by BTexact

More information

Efficient Large Integers Arithmetic by Adopting Squaring and Complement Recoding Techniques

Efficient Large Integers Arithmetic by Adopting Squaring and Complement Recoding Techniques The th Worshop on Combnatoral Mathematcs and Computaton Theory Effcent Large Integers Arthmetc by Adoptng Squarng and Complement Recodng Technques Cha-Long Wu*, Der-Chyuan Lou, and Te-Jen Chang *Department

More information

Define Y = # of mobiles from M total mobiles that have an adequate link. Measure of average portion of mobiles allocated a link of adequate quality.

Define Y = # of mobiles from M total mobiles that have an adequate link. Measure of average portion of mobiles allocated a link of adequate quality. Wreless Communcatons Technologes 6::559 (Advanced Topcs n Communcatons) Lecture 5 (Aprl th ) and Lecture 6 (May st ) Instructor: Professor Narayan Mandayam Summarzed by: Steve Leung (leungs@ece.rutgers.edu)

More information

Digital Transmission

Digital Transmission Dgtal Transmsson Most modern communcaton systems are dgtal, meanng that the transmtted normaton sgnal carres bts and symbols rather than an analog sgnal. The eect o C/N rato ncrease or decrease on dgtal

More information

antenna antenna (4.139)

antenna antenna (4.139) .6.6 The Lmts of Usable Input Levels for LNAs The sgnal voltage level delvered to the nput of an LNA from the antenna may vary n a very wde nterval, from very weak sgnals comparable to the nose level,

More information

Calculation of the received voltage due to the radiation from multiple co-frequency sources

Calculation of the received voltage due to the radiation from multiple co-frequency sources Rec. ITU-R SM.1271-0 1 RECOMMENDATION ITU-R SM.1271-0 * EFFICIENT SPECTRUM UTILIZATION USING PROBABILISTIC METHODS Rec. ITU-R SM.1271 (1997) The ITU Radocommuncaton Assembly, consderng a) that communcatons

More information

Decision aid methodologies in transportation

Decision aid methodologies in transportation Decson ad methodologes n transportaton Lecture 7: More Applcatons Prem Kumar prem.vswanathan@epfl.ch Transport and Moblty Laboratory Summary We learnt about the dfferent schedulng models We also learnt

More information

High Speed ADC Sampling Transients

High Speed ADC Sampling Transients Hgh Speed ADC Samplng Transents Doug Stuetzle Hgh speed analog to dgtal converters (ADCs) are, at the analog sgnal nterface, track and hold devces. As such, they nclude samplng capactors and samplng swtches.

More information

MTBF PREDICTION REPORT

MTBF PREDICTION REPORT MTBF PREDICTION REPORT PRODUCT NAME: BLE112-A-V2 Issued date: 01-23-2015 Rev:1.0 Copyrght@2015 Bluegga Technologes. All rghts reserved. 1 MTBF PREDICTION REPORT... 1 PRODUCT NAME: BLE112-A-V2... 1 1.0

More information

Optical Amplifiers Placement in WDM Mesh Networks for Optical Multicasting Service Support

Optical Amplifiers Placement in WDM Mesh Networks for Optical Multicasting Service Support 1 Optcal Amplfers Placement n WDM Mesh Networks for Optcal Multcastng Servce Support Ashraf M. Hamad and Ahmed E. Kamal Abstract The problem of placng the optcal amplfers (OAs) n wavelength-routng mesh

More information

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks

Resource Allocation Optimization for Device-to- Device Communication Underlaying Cellular Networks Resource Allocaton Optmzaton for Devce-to- Devce Communcaton Underlayng Cellular Networks Bn Wang, L Chen, Xaohang Chen, Xn Zhang, and Dacheng Yang Wreless Theores and Technologes (WT&T) Bejng Unversty

More information

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht 68 Internatonal Journal "Informaton Theores & Applcatons" Vol.11 PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION Evgeny Artyomov and Orly

More information

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems

Throughput Maximization by Adaptive Threshold Adjustment for AMC Systems APSIPA ASC 2011 X an Throughput Maxmzaton by Adaptve Threshold Adjustment for AMC Systems We-Shun Lao and Hsuan-Jung Su Graduate Insttute of Communcaton Engneerng Department of Electrcal Engneerng Natonal

More information

Optimal Multicast in Multi-Channel Multi-Radio Wireless Networks

Optimal Multicast in Multi-Channel Multi-Radio Wireless Networks Optmal Multcast n Mult-Channel Mult-Rado Wreless Networks Aay Gopnathan, Zongpeng L, Carey Wllamson Department of Computer Scence, Unversty of Calgary {agopnat,zongpeng,carey}@cpsc.ucalgary.ca Abstract

More information

Throughput Maximization in Software-Defined Networks with Consolidated Middleboxes

Throughput Maximization in Software-Defined Networks with Consolidated Middleboxes 216 IEEE 41st Conference on Local Computer Networks Throughput Maxmzaton n Software-Defned Networks wth Consoldated Mddleboxes Metan Huang, Wefa Lang, Zchuan Xu, Mke Ja, and Song Guo The Australan Natonal

More information

Distributed Channel Allocation Algorithm with Power Control

Distributed Channel Allocation Algorithm with Power Control Dstrbuted Channel Allocaton Algorthm wth Power Control Shaoj N Helsnk Unversty of Technology, Insttute of Rado Communcatons, Communcatons Laboratory, Otakaar 5, 0150 Espoo, Fnland. E-mal: n@tltu.hut.f

More information

Redes de Comunicação em Ambientes Industriais Aula 8

Redes de Comunicação em Ambientes Industriais Aula 8 Redes de Comuncação em Ambentes Industras Aula 8 Luís Almeda lda@det.ua.pt Electronc Systems Lab-IEETA / DET Unversdade de Avero Avero, Portugal RCAI 2005/2006 1 In the prevous epsode... Cooperaton models:

More information

On Interference Alignment for Multi-hop MIMO Networks

On Interference Alignment for Multi-hop MIMO Networks 013 Proceedngs IEEE INFOCOM On Interference Algnment for Mult-hop MIMO Networks Huacheng Zeng Y Sh Y. Thomas Hou Wenng Lou Sastry Kompella Scott F. Mdkff Vrgna Polytechnc Insttute and State Unversty, USA

More information

The Impact of Spectrum Sensing Frequency and Packet- Loading Scheme on Multimedia Transmission over Cognitive Radio Networks

The Impact of Spectrum Sensing Frequency and Packet- Loading Scheme on Multimedia Transmission over Cognitive Radio Networks Ths artcle has been accepted for publcaton n a future ssue of ths journal, but has not been fully edted. Content may change pror to fnal publcaton. The Impact of Spectrum Sensng Frequency and Pacet- Loadng

More information

Asynchronous TDMA ad hoc networks: Scheduling and Performance

Asynchronous TDMA ad hoc networks: Scheduling and Performance Asynchronous TDMA ad hoc networks: Schedulng and Performance Theodoros Salonds and Leandros Tassulas, Department of Electrcal and Computer Engneerng and Insttute of Systems Research Unversty of Maryland,

More information

VRT014 User s guide V0.8. Address: Saltoniškių g. 10c, Vilnius LT-08105, Phone: (370-5) , Fax: (370-5) ,

VRT014 User s guide V0.8. Address: Saltoniškių g. 10c, Vilnius LT-08105, Phone: (370-5) , Fax: (370-5) , VRT014 User s gude V0.8 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

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985 NATONAL RADO ASTRONOMY OBSERVATORY Green Bank, West Vrgna SPECTRAL PROCESSOR MEMO NO. 25 MEMORANDUM February 13, 1985 To: Spectral Processor Group From: R. Fsher Subj: Some Experments wth an nteger FFT

More information

TODAY S wireless networks are characterized as a static

TODAY S wireless networks are characterized as a static IEEE TRANSACTIONS ON MOBILE COMPUTING, VOL. 10, NO. 2, FEBRUARY 2011 161 A Spectrum Decson Framework for Cogntve Rado Networks Won-Yeol Lee, Student Member, IEEE, and Ian F. Akyldz, Fellow, IEEE Abstract

More information

MAINTENANCE-IMMUNE DESIGN OF SPAN-RESTORABLE MESH NETWORKS

MAINTENANCE-IMMUNE DESIGN OF SPAN-RESTORABLE MESH NETWORKS MAINTENANCE-IMMUNE DESIGN OF SPAN-RESTORABLE MESH NETWORKS John Doucette, Wayne D. Grover TRLabs, #800 06-98 th Avenue, Edmonton, Alberta, Canada T5K 2P7 and Department of Electrcal & Computer Engneerng,

More information

Medium Access Control for Multi-Channel Parallel Transmission in Cognitive Radio Networks

Medium Access Control for Multi-Channel Parallel Transmission in Cognitive Radio Networks Medum ccess Control for Mult-Channel Parallel Transmsson n Cogntve Rado Networs Tao Shu, Shuguang Cu, and Marwan Krunz Department of Electrcal and Computer Engneerng Unversty of rzona Tucson, Z 85721 {tshu,

More information

Traffic balancing over licensed and unlicensed bands in heterogeneous networks

Traffic balancing over licensed and unlicensed bands in heterogeneous networks Correspondence letter Traffc balancng over lcensed and unlcensed bands n heterogeneous networks LI Zhen, CUI Qme, CUI Zhyan, ZHENG We Natonal Engneerng Laboratory for Moble Network Securty, Bejng Unversty

More information

Review: Our Approach 2. CSC310 Information Theory

Review: Our Approach 2. CSC310 Information Theory CSC30 Informaton Theory Sam Rowes Lecture 3: Provng the Kraft-McMllan Inequaltes September 8, 6 Revew: Our Approach The study of both compresson and transmsson requres that we abstract data and messages

More information

MASTER TIMING AND TOF MODULE-

MASTER TIMING AND TOF MODULE- MASTER TMNG AND TOF MODULE- G. Mazaher Stanford Lnear Accelerator Center, Stanford Unversty, Stanford, CA 9409 USA SLAC-PUB-66 November 99 (/E) Abstract n conjuncton wth the development of a Beam Sze Montor

More information

Network Reconfiguration in Distribution Systems Using a Modified TS Algorithm

Network Reconfiguration in Distribution Systems Using a Modified TS Algorithm Network Reconfguraton n Dstrbuton Systems Usng a Modfed TS Algorthm ZHANG DONG,FU ZHENGCAI,ZHANG LIUCHUN,SONG ZHENGQIANG School of Electroncs, Informaton and Electrcal Engneerng Shangha Jaotong Unversty

More information

Resource Scheduling in Dependable Integrated Modular Avionics

Resource Scheduling in Dependable Integrated Modular Avionics Resource Schedulng n Dependable Integrated Modular Avoncs Yann-Hang Lee and Daeyoung Km Real Tme Systems Research Laboratory CISE Department, Unversty of Florda {yhlee, dkm}@cse.ufl.edu Mohamed Youns,

More information

Power Allocation in Wireless Relay Networks: A Geometric Programming-Based Approach

Power Allocation in Wireless Relay Networks: A Geometric Programming-Based Approach ower Allocaton n Wreless Relay Networks: A Geometrc rogrammng-based Approach Khoa T. han, Tho Le-Ngoc, Sergy A. Vorobyov, and Chntha Telambura Department of Electrcal and Computer Engneerng, Unversty of

More information

Topology Control for C-RAN Architecture Based on Complex Network

Topology Control for C-RAN Architecture Based on Complex Network Topology Control for C-RAN Archtecture Based on Complex Network Zhanun Lu, Yung He, Yunpeng L, Zhaoy L, Ka Dng Chongqng key laboratory of moble communcatons technology Chongqng unversty of post and telecommuncaton

More information

Priority based Dynamic Multiple Robot Path Planning

Priority based Dynamic Multiple Robot Path Planning 2nd Internatonal Conference on Autonomous obots and Agents Prorty based Dynamc Multple obot Path Plannng Abstract Taxong Zheng Department of Automaton Chongqng Unversty of Post and Telecommuncaton, Chna

More information

Asynchronous TDMA ad hoc networks: Scheduling and Performance

Asynchronous TDMA ad hoc networks: Scheduling and Performance Communcaton Networks Asynchronous TDMA ad hoc networks: Schedulng and Performance THEODOROS SALONIDIS AND LEANDROS TASSIULAS, Department of Electrcal and Computer Engneerng, Unversty of Maryland at College

More information

Weighted Penalty Model for Content Balancing in CATS

Weighted Penalty Model for Content Balancing in CATS Weghted Penalty Model for Content Balancng n CATS Chngwe Davd Shn Yuehme Chen Walter Denny Way Len Swanson Aprl 2009 Usng assessment and research to promote learnng WPM for CAT Content Balancng 2 Abstract

More information

Graph Method for Solving Switched Capacitors Circuits

Graph Method for Solving Switched Capacitors Circuits Recent Advances n rcuts, ystems, gnal and Telecommuncatons Graph Method for olvng wtched apactors rcuts BHUMIL BRTNÍ Department of lectroncs and Informatcs ollege of Polytechncs Jhlava Tolstého 6, 586

More information

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel To: Professor Avtable Date: February 4, 3 From: Mechancal Student Subject:.3 Experment # Numercal Methods Usng Excel Introducton Mcrosoft Excel s a spreadsheet program that can be used for data analyss,

More information

Optimal Local Topology Knowledge for Energy Efficient Geographical Routing in Sensor Networks

Optimal Local Topology Knowledge for Energy Efficient Geographical Routing in Sensor Networks Optmal Local Topology Knowledge for Energy Effcent Geographcal Routng n Sensor Networks Tommaso Meloda, Daro Pompl, Ian F. Akyldz Broadband and Wreless Networkng Laboratory School of Electrcal and Computer

More information

The Synthesis of Dependable Communication Networks for Automotive Systems

The Synthesis of Dependable Communication Networks for Automotive Systems 06AE-258 The Synthess of Dependable Communcaton Networks for Automotve Systems Copyrght 2005 SAE Internatonal Nagarajan Kandasamy Drexel Unversty, Phladelpha, USA Fad Aloul Amercan Unversty of Sharjah,

More information

COMPUTER networks nowadays rely on various middleboxes,

COMPUTER networks nowadays rely on various middleboxes, IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, VOL. 14, NO. 3, SEPTEMBER 2017 631 Effcent Algorthms for Throughput Maxmzaton n Software-Defned Networks Wth Consoldated Mddleboxes Metan Huang, Wefa

More information

Adaptive Modulation for Multiple Antenna Channels

Adaptive Modulation for Multiple Antenna Channels Adaptve Modulaton for Multple Antenna Channels June Chul Roh and Bhaskar D. Rao Department of Electrcal and Computer Engneerng Unversty of Calforna, San Dego La Jolla, CA 993-7 E-mal: jroh@ece.ucsd.edu,

More information

JOURNAL OF SELECTED AREAS IN COMMUNICATIONS 1

JOURNAL OF SELECTED AREAS IN COMMUNICATIONS 1 JOURNAL OF SELECTED AREAS IN COMMUNICATIONS On the Interdependence of Dstrbuted Topology Control and Geographcal Routng n Ad Hoc and Sensor Networks Tommaso Meloda, Student Member, IEEE, Daro Pompl, Student

More information

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme Performance Analyss of Mult User MIMO System wth Block-Dagonalzaton Precodng Scheme Yoon Hyun m and Jn Young m, wanwoon Unversty, Department of Electroncs Convergence Engneerng, Wolgye-Dong, Nowon-Gu,

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

A Current Differential Line Protection Using a Synchronous Reference Frame Approach

A Current Differential Line Protection Using a Synchronous Reference Frame Approach A Current Dfferental Lne rotecton Usng a Synchronous Reference Frame Approach L. Sousa Martns *, Carlos Fortunato *, and V.Fernão res * * Escola Sup. Tecnologa Setúbal / Inst. oltécnco Setúbal, Setúbal,

More information

A study of turbo codes for multilevel modulations in Gaussian and mobile channels

A study of turbo codes for multilevel modulations in Gaussian and mobile channels A study of turbo codes for multlevel modulatons n Gaussan and moble channels Lamne Sylla and Paul Forter (sylla, forter)@gel.ulaval.ca Department of Electrcal and Computer Engneerng Laval Unversty, Ste-Foy,

More information

Queuing-Based Dynamic Channel Selection for Heterogeneous Multimedia Applications over Cognitive Radio Networks

Queuing-Based Dynamic Channel Selection for Heterogeneous Multimedia Applications over Cognitive Radio Networks 1 Queung-Based Dynamc Channel Selecton for Heterogeneous ultmeda Applcatons over Cogntve Rado Networks Hsen-Po Shang and haela van der Schaar Department of Electrcal Engneerng (EE), Unversty of Calforna

More information

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION

A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION A MODIFIED DIRECTIONAL FREQUENCY REUSE PLAN BASED ON CHANNEL ALTERNATION AND ROTATION Vncent A. Nguyen Peng-Jun Wan Ophr Freder Computer Scence Department Illnos Insttute of Technology Chcago, Illnos vnguyen@t.edu,

More information

Full-duplex Relaying for D2D Communication in mmwave based 5G Networks

Full-duplex Relaying for D2D Communication in mmwave based 5G Networks Full-duplex Relayng for D2D Communcaton n mmwave based 5G Networks Boang Ma Hamed Shah-Mansour Member IEEE and Vncent W.S. Wong Fellow IEEE Abstract Devce-to-devce D2D communcaton whch can offload data

More information

Analysis of Time Delays in Synchronous and. Asynchronous Control Loops. Bj rn Wittenmark, Ben Bastian, and Johan Nilsson

Analysis of Time Delays in Synchronous and. Asynchronous Control Loops. Bj rn Wittenmark, Ben Bastian, and Johan Nilsson 37th CDC, Tampa, December 1998 Analyss of Delays n Synchronous and Asynchronous Control Loops Bj rn Wttenmark, Ben Bastan, and Johan Nlsson emal: bjorn@control.lth.se, ben@control.lth.se, and johan@control.lth.se

More information

Optimal Placement of PMU and RTU by Hybrid Genetic Algorithm and Simulated Annealing for Multiarea Power System State Estimation

Optimal Placement of PMU and RTU by Hybrid Genetic Algorithm and Simulated Annealing for Multiarea Power System State Estimation T. Kerdchuen and W. Ongsakul / GMSARN Internatonal Journal (09) - Optmal Placement of and by Hybrd Genetc Algorthm and Smulated Annealng for Multarea Power System State Estmaton Thawatch Kerdchuen and

More information

Secure Transmission of Sensitive data using multiple channels

Secure Transmission of Sensitive data using multiple channels Secure Transmsson of Senstve data usng multple channels Ahmed A. Belal, Ph.D. Department of computer scence and automatc control Faculty of Engneerng Unversty of Alexandra Alexandra, Egypt. aabelal@hotmal.com

More information

Subcarrier allocation for OFDMA wireless channels using lagrangian relaxation methods

Subcarrier allocation for OFDMA wireless channels using lagrangian relaxation methods Unversty of Wollongong Research Onlne Faculty of Informatcs - Papers (Archve) Faculty of Engneerng and Informaton Scences 2006 Subcarrer allocaton for OFDMA wreless channels usng lagrangan relaxaton methods

More information

Non-Cooperative Design of Translucent Networks

Non-Cooperative Design of Translucent Networks Non-Cooperatve Desgn of Translucent Networs Benoît Châtelan, She Mannor, Franços Gagnon, Davd V. Plant McGll Unversty, Electrcal and Computer Engneerng, 3480 Unversty, Montreal, Canada, H3A A7 École de

More information

Electricity Network Reliability Optimization

Electricity Network Reliability Optimization Electrcty Network Relablty Optmzaton Kavnesh Sngh Department of Engneerng Scence Unversty of Auckland New Zealand kav@hug.co.nz Abstract Electrcty dstrbuton networks are subject to random faults. On occurrence

More information

Figure 1. DC-DC Boost Converter

Figure 1. DC-DC Boost Converter EE36L, Power Electroncs, DC-DC Boost Converter Verson Feb. 8, 9 Overvew Boost converters make t possble to effcently convert a DC voltage from a lower level to a hgher level. Theory of Operaton Relaton

More information

ETSI TS V8.4.0 ( )

ETSI TS V8.4.0 ( ) TS 100 959 V8.4.0 (2001-11) Techncal Specfcaton Dgtal cellular telecommuncatons system (Phase 2+); Modulaton (3GPP TS 05.04 verson 8.4.0 Release 1999) GLOBAL SYSTEM FOR MOBILE COMMUNICATIONS R 1 TS 100

More information

Distributed Adaptive Channel Allocation in Multi-Radio Wireless Sensor Networks

Distributed Adaptive Channel Allocation in Multi-Radio Wireless Sensor Networks Journal of Communcatons Vol., No., November 26 Dstrbuted Adaptve Channel Allocaton n Mult-Rado Wreless Sensor Networks We Peng, Dongyan Chen, Wenhu Sun, and Guqng Zhang2,3 School of Control Scence and

More information

An Application-Aware Spectrum Sharing Approach for Commercial Use of 3.5 GHz Spectrum

An Application-Aware Spectrum Sharing Approach for Commercial Use of 3.5 GHz Spectrum An Applcaton-Aware Spectrum Sharng Approach for Commercal Use of 3.5 GHz Spectrum Haya Shajaah, Ahmed Abdelhad and Charles Clancy Bradley Department of Electrcal and Computer Engneerng Hume Center, Vrgna

More information

Space Time Equalization-space time codes System Model for STCM

Space Time Equalization-space time codes System Model for STCM Space Tme Eualzaton-space tme codes System Model for STCM The system under consderaton conssts of ST encoder, fadng channel model wth AWGN, two transmt antennas, one receve antenna, Vterb eualzer wth deal

More information

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol., No., November 23, 3-9 Rejecton of PSK Interference n DS-SS/PSK System Usng Adaptve Transversal Flter wth Condtonal Response Recalculaton Zorca Nkolć, Bojan

More information

The Performance Improvement of BASK System for Giga-Bit MODEM Using the Fuzzy System

The Performance Improvement of BASK System for Giga-Bit MODEM Using the Fuzzy System Int. J. Communcatons, Network and System Scences, 10, 3, 1-5 do:10.36/jcns.10.358 Publshed Onlne May 10 (http://www.scrp.org/journal/jcns/) The Performance Improvement of BASK System for Gga-Bt MODEM Usng

More information

Keywords LTE, Uplink, Power Control, Fractional Power Control.

Keywords LTE, Uplink, Power Control, Fractional Power Control. Volume 3, Issue 6, June 2013 ISSN: 2277 128X Internatonal Journal of Advanced Research n Computer Scence and Software Engneerng Research Paper Avalable onlne at: www.jarcsse.com Uplnk Power Control Schemes

More information

Ergodic Capacity of Block-Fading Gaussian Broadcast and Multi-access Channels for Single-User-Selection and Constant-Power

Ergodic Capacity of Block-Fading Gaussian Broadcast and Multi-access Channels for Single-User-Selection and Constant-Power 7th European Sgnal Processng Conference EUSIPCO 29 Glasgow, Scotland, August 24-28, 29 Ergodc Capacty of Block-Fadng Gaussan Broadcast and Mult-access Channels for Sngle-User-Selecton and Constant-Power

More information

Application of Intelligent Voltage Control System to Korean Power Systems

Application of Intelligent Voltage Control System to Korean Power Systems Applcaton of Intellgent Voltage Control System to Korean Power Systems WonKun Yu a,1 and HeungJae Lee b, *,2 a Department of Power System, Seol Unversty, South Korea. b Department of Power System, Kwangwoon

More information

Planning of Relay Station Locations in IEEE (WiMAX) Networks

Planning of Relay Station Locations in IEEE (WiMAX) Networks Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for publcaton n the WCNC 010 proceedngs. Plannng of Relay Staton Locatons n IEEE 0.16 (WMAX) Networks

More information

Joint Routing and Link Scheduling for Wireless Mesh Networks through Genetic Algorithms

Joint Routing and Link Scheduling for Wireless Mesh Networks through Genetic Algorithms Jont Routng and Lnk Schedulng for Wreless Mesh Networks through Genetc Algorthms Leonardo Bada, Alesso Botta IMT Lucca Insttute for Advanced Studes pazza S. Ponzano 6, 55100, Lucca, Italy {leonardo.bada,alesso.botta}@mtlucca.t

More information

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian

Approximating User Distributions in WCDMA Networks Using 2-D Gaussian CCCT 05: INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS, AND CONTROL TECHNOLOGIES 1 Approxmatng User Dstrbutons n CDMA Networks Usng 2-D Gaussan Son NGUYEN and Robert AKL Department of Computer

More information

A MODIFIED DIFFERENTIAL EVOLUTION ALGORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS

A MODIFIED DIFFERENTIAL EVOLUTION ALGORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS A MODIFIED DIFFERENTIAL EVOLUTION ALORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS Kaml Dmller Department of Electrcal-Electroncs Engneerng rne Amercan Unversty North Cyprus, Mersn TURKEY kdmller@gau.edu.tr

More information

Achievable Rate Region of CSMA Schedulers in Wireless Networks with Primary Interference Constraints

Achievable Rate Region of CSMA Schedulers in Wireless Networks with Primary Interference Constraints Achevable Rate Regon of CSMA Schedulers n Wreless Networks wth Prmary Interference Constrants Peter Marbach, Atlla Erylmaz, and Asuman Ozdaglar Abstract We consder Carrer Sense Multple Access (CSMA) schedulers

More information

Optimal Sizing and Allocation of Residential Photovoltaic Panels in a Distribution Network for Ancillary Services Application

Optimal Sizing and Allocation of Residential Photovoltaic Panels in a Distribution Network for Ancillary Services Application Optmal Szng and Allocaton of Resdental Photovoltac Panels n a Dstrbuton Networ for Ancllary Servces Applcaton Reza Ahmad Kordhel, Student Member, IEEE, S. Al Pourmousav, Student Member, IEEE, Jayarshnan

More information

Utility-based Routing

Utility-based Routing Utlty-based Routng Je Wu Dept. of Computer and Informaton Scences Temple Unversty Roadmap Introducton Why Another Routng Scheme Utlty-Based Routng Implementatons Extensons Some Fnal Thoughts 2 . Introducton

More information

Research Article. ISSN (Print)

Research Article. ISSN (Print) Scholars Journal of Engneerng and Technology (SJET) Sch. J. Eng. Tech., 05; 3(A):-3 Scholars Academc and Scentfc Publsher (An Internatonal Publsher for Academc and Scentfc Resources) www.saspublsher.com

More information

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION Phaneendra R.Venkata, Nathan A. Goodman Department of Electrcal and Computer Engneerng, Unversty of Arzona, 30 E. Speedway Blvd, Tucson, Arzona

More information

Generalized Incomplete Trojan-Type Designs with Unequal Cell Sizes

Generalized Incomplete Trojan-Type Designs with Unequal Cell Sizes Internatonal Journal of Theoretcal & Appled Scences 6(1): 50-54(2014) ISSN No. (Prnt): 0975-1718 ISSN No. (Onlne): 2249-3247 Generalzed Incomplete Trojan-Type Desgns wth Unequal Cell Szes Cn Varghese,

More information

Models for Intra-Hospital Patient Routing

Models for Intra-Hospital Patient Routing Models for Intra-osptal Patent Routng Belma uran, Verena Schmd and Karl. F. Doerner Unversty of Venna, Venna, Austra Johannes Kepler Unversty Lnz, Lnz, Austra (belma.turan@unve.ac.at, verena.schmd@unve.ac.at,

More information

Exact Probabilistic Analysis of the Limited Scheduling Algorithm for Symmetrical Bluetooth Piconets

Exact Probabilistic Analysis of the Limited Scheduling Algorithm for Symmetrical Bluetooth Piconets Exact Probablstc Analyss of the Lmted Schedulng Algorthm for Symmetrcal Bluetooth Pconets Gl Zussman *, Ur Yechal 2, and Adran Segall Department of Electrcal Engneerng Technon Israel Insttute of Technology,

More information

Study of Downlink Radio Resource Allocation Scheme with Interference Coordination in LTE A Network

Study of Downlink Radio Resource Allocation Scheme with Interference Coordination in LTE A Network Internatonal Journal of Future Computer and Communcaton, Vol. 6, o. 3, September 2017 Study of Downln Rado Resource Allocaton Scheme wth Interference Coordnaton n LTE A etwor Yen-Wen Chen and Chen-Ju Chen

More information

Maximizing Lifetime of Sensor-Target Surveillance in Wireless Sensor Networks

Maximizing Lifetime of Sensor-Target Surveillance in Wireless Sensor Networks Maxmzng Lfetme of Sensor-Target Survellance n Wreless Sensor Networks Ha Lu, Xaowen Chu, Yu-Wng Leung Computer Scence, Hong Kong Baptst Unversty Xaohua Ja, Peng-Jun Wan Computer Scence, Cty Unversty of

More information

The Spectrum Sharing in Cognitive Radio Networks Based on Competitive Price Game

The Spectrum Sharing in Cognitive Radio Networks Based on Competitive Price Game 8 Y. B. LI, R. YAG, Y. LI, F. YE, THE SPECTRUM SHARIG I COGITIVE RADIO ETWORKS BASED O COMPETITIVE The Spectrum Sharng n Cogntve Rado etworks Based on Compettve Prce Game Y-bng LI, Ru YAG., Yun LI, Fang

More information

A Fuzzy-based Routing Strategy for Multihop Cognitive Radio Networks

A Fuzzy-based Routing Strategy for Multihop Cognitive Radio Networks 74 Internatonal Journal of Communcaton Networks and Informaton Securty (IJCNIS) Vol. 3, No., Aprl 0 A Fuzzy-based Routng Strategy for Multhop Cogntve Rado Networks Al El Masr, Naceur Malouch and Hcham

More information

Figure 1. DC-DC Boost Converter

Figure 1. DC-DC Boost Converter EE46, Power Electroncs, DC-DC Boost Converter Verson Oct. 3, 11 Overvew Boost converters make t possble to effcently convert a DC voltage from a lower level to a hgher level. Theory of Operaton Relaton

More information

High Speed, Low Power And Area Efficient Carry-Select Adder

High Speed, Low Power And Area Efficient Carry-Select Adder Internatonal Journal of Scence, Engneerng and Technology Research (IJSETR), Volume 5, Issue 3, March 2016 Hgh Speed, Low Power And Area Effcent Carry-Select Adder Nelant Harsh M.tech.VLSI Desgn Electroncs

More information

熊本大学学術リポジトリ. Kumamoto University Repositor

熊本大学学術リポジトリ. Kumamoto University Repositor 熊本大学学術リポジトリ Kumamoto Unversty Repostor Ttle Wreless LAN Based Indoor Poston and Its Smulaton Author(s) Ktasuka, Teruak; Nakansh, Tsune CtatonIEEE Pacfc RIM Conference on Comm Computers, and Sgnal Processng

More information

Evaluate the Effective of Annular Aperture on the OTF for Fractal Optical Modulator

Evaluate the Effective of Annular Aperture on the OTF for Fractal Optical Modulator Global Advanced Research Journal of Management and Busness Studes (ISSN: 2315-5086) Vol. 4(3) pp. 082-086, March, 2015 Avalable onlne http://garj.org/garjmbs/ndex.htm Copyrght 2015 Global Advanced Research

More information

Optimal Transmission Scheduling of Cooperative Communications with A Full-duplex Relay

Optimal Transmission Scheduling of Cooperative Communications with A Full-duplex Relay 1 Optmal Transmsson Schedulng of Cooperatve Communcatons wth A Full-duplex Relay Peng L Member IEEE Song Guo Senor Member IEEE Wehua Zhuang Fellow IEEE Abstract Most exstng research studes n cooperatve

More information

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput

Characterization and Analysis of Multi-Hop Wireless MIMO Network Throughput Characterzaton and Analyss of Mult-Hop Wreless MIMO Network Throughput Bechr Hamdaou EECS Dept., Unversty of Mchgan 226 Hayward Ave, Ann Arbor, Mchgan, USA hamdaou@eecs.umch.edu Kang G. Shn EECS Dept.,

More information