Dynamic Topology Control to Reduce Interference in MANETs

Size: px
Start display at page:

Download "Dynamic Topology Control to Reduce Interference in MANETs"

Transcription

1 Dynamic Topology Contol to Reduce Intefeence in MANETs Hwee Xian TAN 1,2 and Winston K. G. SEAH 2,1 {stuhxt, 1 Depatment of Compute Science, School of Computing, National Univesity of Singapoe 3 Science Dive 2, Singapoe Institute fo Infocomm Reseach, Agency fo Science Technology and Reseach 21 Heng Mui Keng Teace, Singapoe ABSTRACT The pesence of tansient netwok links and mobility of nodes in MANETs (Mobile Ad Hoc Netwoks) poses a hefty challenge fo such netwoks to scale and pefom efficiently when subjected to vaying netwok conditions. As such, nodes in a MANET can make use of topology contol which is the delibeate adjustment of cetain system paametes such as antenna diection and tansmission powe to fom a paticula netwok topology as a means of impoving the outing potocol pefomance. In this pape, we study some of the methods of topology contol used in pevious wok and popose the Citical Neighbou (CN) scheme, which adaptively adjusts the tansmission powe of individual nodes accoding to oute and taffic demands, to educe the level of intefeence amongst nodes in the netwok. This helps to incease spatial euse of the channel bandwidth and educes the numbe of collisions, esulting in highe thoughput and lowe end-to-end delay. We implement ou CN scheme on, and simulation esults highlight that ou scheme is able to achieve bette pefomance than the unmodified vesion. Keywods: Topology contol, adaptive potocols, scalability, tansmission ange, intefeence. 1 INTRODUCTION Mobile Ad Hoc Netwoks (MANETs) ae wieless netwoks that offe multi-hop connectivity between selfconfiguing and self-oganizing mobile hosts. These netwoks ae chaacteized by [1] dynamic netwok topology, lack of cental administation and limited esouces such as powe and bandwidth. The netwok size of a MANET is given by the total numbe of nodes in the netwok, which is a fixed numbe (assuming that no nodes ente o leave the netwok). Lage netwoks ae depicted by a sizeable numbe of nodes of up to 1, while small netwoks coespond to netwoks with vey few nodes within the same teain size. While the numbe of nodes may be a good estimate of netwok density in homogenously distibuted netwoks, this value may not be indicative of any specific netwok chaacteistics in a heteogeneous netwok whee nodes ae andomly positioned in the teain. Fom the liteatue we can identify a few key poblems associated with netwok topology, that ae faced by outing potocols in ad hoc netwoks with vaying netwok sizes and densities. In spase netwoks with low node densities, netwok patitions [2] may be fomed when mobile hosts move with contasting pattens and cause the netwok to divide into two o moe disconnected potions. This can lead to low connectivity and lack of outes to tageted destinations, esulting in highe packet loss and highe contol ovehead. Although path lengths might be compaatively shote, this is because outes to futhe destinations cannot be discoveed. The thoughput is also lowe in such patitioned netwoks. As node densities incease, it may be possible to establish path outes to destinations that ae futhe away. Inevitably, the fequency of link beakages within active outes will also incease. Moe Route Eo (RERR) messages will have to be tansmitted to nodes which utilize these boken links, esulting in highe ate of occuence of oute epais. These factos will lead to highe contol ovehead, inceased congestion, geate contention fo bandwidth and lowe packet delivey atio. Dense netwoks ae also chaacteized by highe node degees, whee each node has moe neighbous within its tansmission ange. This implies highe connectivity between nodes in the netwok, which can lowe the mean numbe of hops needed between a souce and its destination and impove the data delivey atio. Howeve, a high node degee can also esult in moe collisions between neighbouing nodes, which means that moe enegy is wasted at the adio level. Nevetheless, the netwok size and density ae often invaiable paametes in an ad hoc envionment. The main focus of pevious wok has been to educe the outing oveheads caused by outing potocols in dense netwoks that have unifom node densities and hieachical outing methods which can incu additional ovehead. These methods do not take into account the dynamic netwok topologies due to node mobility in MANETs, and ae inefficient fo heteogeneous netwoks which may not have unifom node distibutions. In this pape, we develop a scheme to impove the scalability of a outing potocol using topology contol. The poposed Citical Neighbou (CN) scheme dynamically adjusts the tansmission powe of individual nodes accoding to oute and taffic demands. This educes the

2 amount of ovelapping intefeences between nodes and allows moe simultaneous tansfe of packets in the netwok. Hence, pefomance of the potocol can be geatly impoved, especially fo dense netwoks. The est of the pape is oganized as follows: The next section discusses elated wok and motivation. Section 3 descibes some of the pevious wok on topology contol. In Section 4, we povide a detailed outline of ou CN scheme. Simulation esults and analysis ae pesented in Section 5. We conclude with diections fo futue wok in Section 6. 2 RELATED WORK AND MOTIVATION Thee has been much published wok in the liteatue which studies the issue of scalability faced by MANETs. Lee, Roye and Pekins [3] examine the scalability of AODV using diffeent combinations of modifications which can be integated into geneic eactive outing potocols. These modifications include the expanding ing seach fo Route Requests (RREQs), quey localization and local epai of link beaks in active outes. Simulation esults show that local epai is moe effective in impoving the pefomance of lage scale netwoks of up to 1 nodes, but it may waste pocessing powe and incu additional ovehead because moe than one epais fo the same oute can occu concuently. [4] intoduces two new schemes Fisheye State Routing (FSR) and Hieachical State Routing (HSR) which aim to addess the shotcomings of existing poactive and eactive potocols via a hieachical appoach. As compaed to flat, table diven outing schemes, the poposed solutions ae able to scale bette at the cost of inceased outing inaccuacy and complexity. As compaed to eactive schemes, the solutions ae able to povide lowe contol ovehead and lowe latency but at the cost of outing table stoage ovehead. Passive Clusteing (PC) and Landmak Routing ae suggested in [5] as techniques to ovecome scalability poblems faced by conventional poactive link state outing potocols. Passive clusteing is a cluste fomation potocol that can dynamically econfigue clustes duing mobility and topological changes. Landmak outing uses tuncated local outing tables and summaized outing infomation fo emote goups of nodes. Both techniques help to educe the outing table size and the contol ovehead effectively fo dense and lage scale netwoks. The existing methods which attempt to impove the scalability of outing potocols use hieachical outing stategies o mechanisms which incu additional oveheads. In addition, they ae unable to adapt to apid changes in netwok envionments, which is typical of MANETs. As such, thee is a need fo an adaptive scheme that is sensitive to netwok dynamics and can impove the scalability of MANET outing potocols. 3 TOPOLOGY CONTROL IN MANETS The netwok topology is defined as the set of communication links between node pais used explicitly o implicitly by a outing mechanism. Due to the indeteministic natue of MANETs, the topology of the netwok is often dependent on a numbe of dynamic factos such as taffic pattens, node mobility, noise, intefeence, antenna sensitivity and tansmission powe of nodes. Methods fo netwok topology contol and thei effects on netwok pefomance have been extensively studied in ecent yeas. The topology of a netwok can have a temendous effect on the pefomance of the netwok because it influences the way which packets ae outed to thei destinations. Spase netwoks face the possibility of being patitioned while dense netwoks ae subject to high collision ates and bandwidth contention amongst nodes. Futhemoe, nodes in MANETs ae constantly in motion, making it hade to pedict distibution pattens and handle outing decisions. Ramanathan and Rosales-Hain [6] discuss two decentalized heuistics that adjust the tansmission powes of nodes accoding to topological changes, and which attempt to maintain a connected topology using minimum powe. Howeve, these heuistics do not pefom well in wost-case scenaios and povide poo appoximations in powe minimization. Jia, Li and Du [7] examine the enegy efficient QoS (Quality of Sevice) topology contol poblem and ties to find an appopiate netwok topology that can meet cetain QoS equiements such as bandwidth and delay constaints while minimizing the maximum tansmitting ange of nodes. Thee ae pos and cons elated to the extent of tansmission anges coveed by nodes in MANETs. A node with high tansmission ange usually has a highe value of node degee which is the total numbe of nodes that ae within the tansmission adius. This means that thee ae moe one-hop neighbous that can be eached by that paticula node, which helps to decease the aveage path length and popagation delay duing data tansfe. Howeve, a high node degee can also lead to geate contention fo bandwidth, which educes the spatial euse of the channel access by nodes in the netwok and hence lowes the thoughput. Convesely, nodes with low tansmission anges tend to have lowe node degees and lowe connectivity. Although thee is highe spatial euse of the channel access, netwok patitions may fom, which could lead to lack of outes and lowe thoughput. As such, it appeas that thee ought to be an optimal node degee which netwoks should adhee to fo maximum pefomance. Accoding to Kleinock and Silveste [8], the optimal numbe of neighbous fo each node in a stationay netwok is six, and the tansmission adius should be adjusted accodingly to allow each node to maintain this node degee. Howeve, this analysis does not take into

3 account the mobility effects that mobile hosts in MANETs expeience. The effects of tansmission powe on the pefomance of MANETs ae studied in [9], which also attempts to detemine the optimum node density fo maximizing thoughput. Simulations pefomed on AODV show that while thee does not exist a global optimum density, the node density should be popotional to the ate of mobility to achieve bette netwok pefomance. Futhemoe, inceasing the powe tansmission of nodes at high mobilities can esult in a highe pecentage of data packets eaching thei destinations, which consequently leads to highe thoughput. Nilson [1] descibes the pefomance analysis of taffic load and node density in ad hoc netwoks. Though simulations pefomed using the Modified Random Diection model, it was shown that the optimum node density depends on both the taffic load and the mobility of the nodes. In spase netwoks, high delivey ates can be achieved up to a cetain theshold (i.e. taffic satuation point), afte which it stats to decline. In dense netwoks, thee is usually highe packet delivey atio at the cost of moe powe consumption and channel bandwidth. Most of the pevious wok done on topology contol have been used to optimize powe consumption in netwoks, which is undeniably an impotant constaint faced by ad hoc netwoks. Howeve, this pape focuses on how topology contol of the netwok can be used to impove the scalability of the outing potocol by adjusting the tansmission powe of nodes accoding to netwok dynamics. 4 CRITICAL NEIGHBOUR SCHEME 4.1 Peliminaies We classify the neighbouing nodes of the node of inteest into two categoies: Citical nodes, C[x] = {set of nodes that ae equied to tansmit data} Non-citical nodes, N[x] = {set of nodes that ae not equied to tansmit data} Theefoe, the set of all neighbouing nodes of an abitay node x can be given as the union of the set of citical and non-citical nodes: A[x] = C[x] U N[x] Futhemoe, C[x] N[x] = Ø, which means that the set of citical and non-citical nodes ae two mutually exclusive sets. We use the Gound Reflection (o Two-Ray) model in ou simulations, which consides both the diect path and the gound eflected popagation path between the tansmitte and the eceive: P = P t h t 2 h 2 d 4 G t G whee P = eceived powe; P t = tansmitted powe; G t = antenna gain at the tansmitte; G = antenna gain at the eceive; h t = height of the tansmitte antenna; and h = height of the eceive antenna. We hence deive the estimated distance between node x and its i th citical neighbou as: E dist [x i ] = 4 ( P t h 2 t h 2 G t G P ) Taking G t = G = dbm = 1, E dist [x i ] = 4 ( P t h 2 2 t h P ) While evaluating the estimated distance as above, we keep in mind that this value may not be a tue eflection of the actual distance between any two nodes. This is because two nodes in close poximity may also be subject to intefeences fom the noise in the envionment, as well as fom suounding nodes that ae tansmitting data o contol packets. We also define the citical tansmission ange of an abitay node as the minimum distance equied to keep the set of citical nodes C[x] within connectivity: C txn [x] = Max(E dist [x i ], E dist [x i+1 ],, E dist [x n ]), 1 i n whee n is the total numbe of nodes belonging to the set C[x]; and E dist [x i ] is the estimated citical distance between node x and its i th citical neighbou. 4.2 Ou Adaptive Algoithm Nodes in wieless netwoks ae subject to intefeences fom neighbouing nodes within the tansmission and intefeence anges. These neighbouing nodes may cause highe delay due to contention of bandwidth, as well as highe packet loss due to collisions. The CN scheme (see Figue 2) attempts to educe the intefeence caused by adjacent nodes that ae not pat of the fowading outes of a paticula node. This is commonly known as the hidden/exposed teminal poblem as shown in Figue 1, whee a eceiving node may expeience intefeences fom othe adjacent nodes, esulting in packet loss. Thee have been attempts to solve this poblem in the liteatue, one of which includes the RTS/CTS dialogue which necessitates handshakes between the tansmitting and eceiving nodes that pecedes the actual tansmission. In the RTS/CTS scheme, a node that wants to tansmit data has to send a Request To Send (RTS) contol packet, which defes all nodes that hea the RTS fom accessing the channel fo a specified time peiod. The destination node esponds with a Clea To Send (CTS) contol packet upon eception of the RTS. Howeve, the use of the RTS/CTS dialogue will only eliminate collusions caused by nodes within the tansmission ange and not the intefeence ange.

4 Figue 1: Hidden/Exposed Teminal Poblem Tansmission ange Intefeence ange Figue 2: Citical Neighbou (CN) scheme The Citical Neighbou scheme complements the RTS/CTS dialogue to educe the collisions within the intefeence ange. By educing the tansmission ange of nodes such that they each the minimum distance equied to maintain connectivity with the neighbouing nodes that ae pat of the active outes, unnecessay intefeences expeienced by othe neighbouing nodes can be minimized. Ou adaptive Citical Neighbou (CN) scheme compises of thee main components: Measuement of estimated citical ange; Estimation of the ideal powe; and Adjustment of the ideal powe based on constaints. When peiodic beacons such as Hello packets in AODV ae eceived, the node will calculate the citical tansmission ange, C txn. This is then used to estimate and adjust the tansmission powe so that the pefomance of the outing potocol can be impoved. As such, we estimate the coesponding ideal tansmission powe as follows: C txn 4 P ideal = P min_ h 2 t h 2 G t G toleance_facto Since G t = G = dbm = 1, P ideal = P min_ C txn 4 h 2 2 t h toleance_facto whee P min_ is the minimum signal stength fo a packet to be eceived coectly; and toleance_facto is a pecentage which allows fo node mobility, as well as some noise and intefeences in the envionment. Afte obtaining the ideal powe, it is checked to ensue that it emains within a low powe theshold and a high powe theshold. This is to avoid nodes that ae cuently not involved in the sending of any data packets fom adjusting thei tansmission powes to a value that is too low to be of use late on, as well as to eliminate the possibility that nodes will adjust thei tansmission powes to a value that is too high, which could waste enegy esouces. Ou CN scheme is summaized in Figue 3. /* Handling of Hello packets */ FOR each Hello packet eceived { IF it is eceived fom a citical neighbou { Detemine the citical tansmission ange C txn ; Detemine the ideal tansmission powe P ideal ; IF P ideal is within constaints Adjust the tansmission powe accodingly; } Update outing and neighbou tables; } Figue 3: Pseudocode fo CN scheme 5 SIMULATION RESULTS & ANALYSIS We implemented ou CN scheme on, which is an enhanced vesion of AODV with Local Repai and un simulations on GloMoSim [11], which povides a scalable simulation platfom fo wieless netwoks. The Random Waypoint mobility model is used with minimum and maximum speeds of 1 ms -1 and 2 ms -1 espectively and the pause time is set to 3s. Nodes ae unifomly distibuted and CBR (Constant Bit Rate) taffic with data packets of size 512 bytes ae tansmitted at an aival ate of 1 packets pe second. The teain size is set to 2 2 metes. Each scenaio is also un with at least 5 diffeent seed numbes to minimize any abitay andomness. Ou simulations ae evaluated accoding to the following pefomance measues: Thoughput total numbe of successfully deliveed data (in kilobytes); Packet delivey atio total numbe of data packets eceived as a faction of the total numbe of data packets oiginated fom all the nodes in the netwok; End to end delay aveage time taken to tansmit a packet fom souce to destination; and Nomalized outing ovehead total numbe of contol packets as a faction of the total thoughput. Figue 4 to Figue 7 show the compaative esults between the pefomances of and the adaptive enhanced with the CN scheme unde vaying netwok sizes. In Figue 4, we obseve highe thoughput fo lage netwok sizes of moe than 5 nodes. Lage netwoks with many nodes tend to have highe node densities. This esults in moe ovelapping tansmission anges amongst the nodes, inceased numbe of collisions and highe packet loss. In ou CN scheme, we adaptively educe the tansmission ange of nodes such that thee is less ovelapping intefeences. This helps to incease the spatial euse of the channel bandwidth. Consequently, thee is highe thoughput in the netwok, which also esults in highe packet delivey atio as shown in Figue 5. Howeve, fo small netwok sizes of 5 nodes, the aveage netwok density is typically small and educing the tansmission adii of the nodes may esult in netwok patitions.

5 Figue 6 shows the aveage delay fo the tansmission of data in the netwok. Unde the CN scheme, the educed tansmission anges allow fo moe spatial euse of the channel and data packets can each thei destinations faste. The nomalized outing ovehead, which is indicative of the efficiency of a outing potocol, is illustated in Figue 7. Ou adaptive CN scheme esults in lesse nomalized outing ovehead because each node has a smalle node degee. As such, duing popagation of contol packets, thee ae lesse nodes within the tansmission ange of the boadcasting node, esulting in less contol ovehead. thoughput (KB) pkt delivey atio delay (s) CBR connections, 3s pause time with CN numbe of nodes Figue 4: Thoughput vs netwok size 3 CBR connections, 3s pause time with CN numbe of nodes Figue 5: Packet delivey atio vs netwok size nomalized outing ovehead 3 CBR connections, 3s pause time with CN numbe of nodes Figue 6: End to end delay vs netwok size 3 CBR connections, 3s pause time 25 2 with CN numbe of nodes Figue 7: Nomalized outing ovehead vs netwok size We also compaed the pefomance of and ou adaptive schemes unde vaying taffic conditions. 2 nodes wee unifomly distibuted and simulated unde the Random Waypoint mobility model with the same mobility paametes as befoe. CBR taffic is also used with data packet sizes of 512 bytes tansmitted at intevals of 1 milliseconds. In Figue 8, we obseve that the thoughput of with the CN scheme is much highe than that of fo vaying. Unde the CN scheme, the tansmission ange of nodes is typically smalle. As such, moe nodes ae able to tansmit data at the same time and thus incease the thoughput of the netwok. The smalle tansmission ange also esults in a smalle intefeence ange; theefoe less packets ae lost o coupted, esulting in highe packet delivey atios as seen in Figue 9. Figue 1 and Figue 11 show the aveage end to end delay and the nomalized outing ovehead espectively. Ou CN scheme is able to pefom bette because of the inceased spatial euse of the channel esulting fom the educed tansmission and intefeence anges of individual nodes. In addition, this also esults in less nomalized outing ovehead because less nodes eceive boadcasted contol packets duing oute fomation and maintenance. We have used P min_ = -81 dbm and toleance_facto = 1.1 in all ou simulations. The value of P min_ is the minimum powe of the eceived packet in ode fo it to be eceived coectly by the destination (based on static paametes used fo the antenna gains and diection in GloMoSim). The toleance facto of 1.1 allows fo a 1% inaccuacy in detemining the citical tansmission ange, which could be influenced by both intefeences in the envionment (due to fading and noise) and node mobility. Having an allowance of 1% diffeence in the tansmission powe allows the nodes to maintain the same link even if they move about 1 metes (the minimum and maximum speeds of the cuent mobility model used in ou simulations ae 1 ms -1 and 2 ms -1 espectively) futhe away fom the node of inteest afte the citical tansmission ange was calculated in the pevious second. This value should be adjusted adaptively accoding to the speeds which nodes ae expected to move unde diffeent scenaios. thoughput (KB) nodes, 3s pause time with CN Figue 8: Thoughput vs data load

6 pkt delivey atio delay (s) nomalized outing ovehead 2 nodes, 3s pause time with CN Figue 9: Packet delivey atio vs data load 2 nodes, 3s pause time with CN Figue 1: End to end delay vs data load nodes, 3s pause time with CN Figue 11: Nomalized outing ovehead vs data load 6 CONCLUSION AND FUTURE WORK In this pape, we use dynamic topology contol to impove the scalability of outing potocols by educing intefeence via the Citical Neighbou (CN) scheme. The tansmission powe (and hence the tansmission ange) of nodes ae adjusted so that thee is educed ovelapping intefeence amongst neighbouing nodes. This not only helps to incease the spatial euse of the channel bandwidth, but also educes collisions among tansmitted packets, esulting in highe thoughput and bette pefomance. We have implemented ou schemes on top of, an enhanced vesion of AODV with local epai, and simulation esults have highlighted that ou adaptive schemes can impove seveal pefomance metics such as thoughput, aveage delay and nomalized outing ovehead. As pat of futue wok, we will study the effects of the CN scheme in lage netwok sizes. Ou continued eseach effots include the investigation of othe adaptive mechanisms to impove the scalability and pefomance of typical eactive outing potocols. REFERENCES [1] S. Coson and J. Macke, MANET: Routing Potocol Pefomance Issues and Evaluation Consideations, RFC251, [2] K. Wang and B. Li, Goup Mobility and Patition Pediction in Wieless Ad Hoc Netwoks, Poceedings of the IEEE Intenational Confeence on Communications (ICC22), New Yok City, New Yok, Ap 28 May 2, 22. [3] S. Lee, E. M. Roye and C. E. Pekins, Scalability Study of the Ad Hoc On Demand Distance Vecto Routing Potocol, Intenational Jounal of Netwok Management, Vol. 13, No. 2, Ma 23. [4] A. Iwata, C. Chiang, G. Pei, M. Gela and T. Chen, Scalable Routing Stategies fo Ad Hoc Wieless Netwoks, IEEE Jounal on Selected Aeas in Communications, Vol. 7, No. 8, Aug [5] X. Hong, M. Gela, Y. Xi, K. Xu and T. Kwon, Scalable Ad Hoc Routing in Lage, Dense Wieless Netwoks Using Clusteing and Landmaks, Poceedings of the IEEE Intenational Confeence on Communications, (ICC22), New Yok City, New Yok, Ap 22. [6] R. Ramanathan and R. Rosales-Hain, Topology Contol of Multihop Wieless Netwoks using Tansmit Powe Adjustment, Poceedings of the IEEE Confeence on Compute Communications (INFOCOM2), Ma 2. [7] X. Jia, D. Li and D. Du, QoS Topology Contol in Ad Hoc Wieless Netwoks, Poceedings of the IEEE Confeence on Compute Communications (INFOCOM24), Ma 24. [8] L. Kleinock and J. Silveste, Optimum Tansmission Radii fo Packet Radio Netwoks o Why Six is a Magic Numbe, Poceedings of the IEEE National Telecommunications Confeence, Bimingham, Alabama, Dec [9] E. M. Roye, P. M. Smith and L. E. Mose, An Analysis of the Optimum Node Density fo Ad Hoc Mobile Netwoks, Poceedings of the IEEE Intenational Confeence on Communications (INFOCOM21), Helsinki, Finland, 21. [1] A. Nilsson, Pefomance Analysis of Taffic Load and Density in Ad Hoc Netwoks, Poceedings of the 5 th Euopean Wieless 24: Mobile and Wieless Systems beyond 3G, Bacelona, Spain, Feb 24-27, 24. [11] L. Bajaj, M. Takai, R. Ahuja, K. Tang, R. Bagodia and M. Gela, GloMoSim: A Scalable Netwok Simulation Envionment, UCLA Compute Science Depatment Technical Repot 9927, 1999.

Slotted Random Access Protocol with Dynamic Transmission Probability Control in CDMA System

Slotted Random Access Protocol with Dynamic Transmission Probability Control in CDMA System Slotted Random Access Potocol with Dynamic Tansmission Pobability Contol in CDMA System Intaek Lim 1 1 Depatment of Embedded Softwae, Busan Univesity of Foeign Studies, itlim@bufs.ac.k Abstact In packet

More information

IP Network Design by Modified Branch Exchange Method

IP Network Design by Modified Branch Exchange Method Received: June 7, 207 98 IP Netwok Design by Modified Banch Method Kaiat Jaoenat Natchamol Sichumoenattana 2* Faculty of Engineeing at Kamphaeng Saen, Kasetsat Univesity, Thailand 2 Faculty of Management

More information

Performance Optimization in Structured Wireless Sensor Networks

Performance Optimization in Structured Wireless Sensor Networks 5 The Intenational Aab Jounal of Infomation Technology, Vol. 6, o. 5, ovembe 9 Pefomance Optimization in Stuctued Wieless Senso etwoks Amine Moussa and Hoda Maalouf Compute Science Depatment, ote Dame

More information

Topological Characteristic of Wireless Network

Topological Characteristic of Wireless Network Topological Chaacteistic of Wieless Netwok Its Application to Node Placement Algoithm Husnu Sane Naman 1 Outline Backgound Motivation Papes and Contibutions Fist Pape Second Pape Thid Pape Futue Woks Refeences

More information

AN ANALYSIS OF COORDINATED AND NON-COORDINATED MEDIUM ACCESS CONTROL PROTOCOLS UNDER CHANNEL NOISE

AN ANALYSIS OF COORDINATED AND NON-COORDINATED MEDIUM ACCESS CONTROL PROTOCOLS UNDER CHANNEL NOISE AN ANALYSIS OF COORDINATED AND NON-COORDINATED MEDIUM ACCESS CONTROL PROTOCOLS UNDER CHANNEL NOISE Tolga Numanoglu, Bulent Tavli, and Wendi Heinzelman Depatment of Electical and Compute Engineeing Univesity

More information

SCALABLE ENERGY EFFICIENT AD-HOC ON DEMAND DISTANCE VECTOR (SEE-AODV) ROUTING PROTOCOL IN WIRELESS MESH NETWORKS

SCALABLE ENERGY EFFICIENT AD-HOC ON DEMAND DISTANCE VECTOR (SEE-AODV) ROUTING PROTOCOL IN WIRELESS MESH NETWORKS SCALABL NRGY FFICINT AD-HOC ON DMAND DISTANC VCTOR (S-AODV) ROUTING PROTOCOL IN WIRLSS MSH NTWORKS Sikande Singh Reseach Schola, Depatment of Compute Science & ngineeing, Punjab ngineeing College (PC),

More information

Adaptation of TDMA Parameters Based on Network Conditions

Adaptation of TDMA Parameters Based on Network Conditions Adaptation of TDMA Paametes Based on Netwok Conditions Boa Kaaoglu Dept. of Elect. and Compute Eng. Univesity of Rocheste Rocheste, NY 14627 Email: kaaoglu@ece.ocheste.edu Tolga Numanoglu Dept. of Elect.

More information

Journal of World s Electrical Engineering and Technology J. World. Elect. Eng. Tech. 1(1): 12-16, 2012

Journal of World s Electrical Engineering and Technology J. World. Elect. Eng. Tech. 1(1): 12-16, 2012 2011, Scienceline Publication www.science-line.com Jounal of Wold s Electical Engineeing and Technology J. Wold. Elect. Eng. Tech. 1(1): 12-16, 2012 JWEET An Efficient Algoithm fo Lip Segmentation in Colo

More information

WIRELESS sensor networks (WSNs), which are capable

WIRELESS sensor networks (WSNs), which are capable IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, VOL. XX, NO. XX, XXX 214 1 Lifetime and Enegy Hole Evolution Analysis in Data-Gatheing Wieless Senso Netwoks Ju Ren, Student Membe, IEEE, Yaoxue Zhang, Kuan

More information

Lifetime and Energy Hole Evolution Analysis in Data-Gathering Wireless Sensor Networks

Lifetime and Energy Hole Evolution Analysis in Data-Gathering Wireless Sensor Networks 788 IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, VOL. 12, NO. 2, APRIL 2016 Lifetime and Enegy Hole Evolution Analysis in Data-Gatheing Wieless Senso Netwoks Ju Ren, Student Membe, IEEE, Yaoxue Zhang,

More information

The concept of PARPS - Packet And Resource Plan Scheduling

The concept of PARPS - Packet And Resource Plan Scheduling The concept of PARPS - Packet And Resouce Plan Scheduling Magnus Eiksson 1 and Håkan Sätebeg 2 1) Dept. of Signals, Sensos and Systems, Royal Inst. of Technology, Sweden. E-mail: magnus.eiksson@ite.mh.se.

More information

Analysis of Wired Short Cuts in Wireless Sensor Networks

Analysis of Wired Short Cuts in Wireless Sensor Networks Analysis of Wied Shot Cuts in Wieless Senso Netwos ohan Chitaduga Depatment of Electical Engineeing, Univesity of Southen Califonia, Los Angeles 90089, USA Email: chitadu@usc.edu Ahmed Helmy Depatment

More information

Number of Paths and Neighbours Effect on Multipath Routing in Mobile Ad Hoc Networks

Number of Paths and Neighbours Effect on Multipath Routing in Mobile Ad Hoc Networks Numbe of Paths and Neighbous Effect on Multipath Routing in Mobile Ad Hoc Netwoks Oday Jeew School of Infomation Systems and Accounting Univesity of Canbea Canbea ACT 2617, Austalia oday.jeew@canbea.edu.au

More information

Communication vs Distributed Computation: an alternative trade-off curve

Communication vs Distributed Computation: an alternative trade-off curve Communication vs Distibuted Computation: an altenative tade-off cuve Yahya H. Ezzeldin, Mohammed amoose, Chistina Fagouli Univesity of Califonia, Los Angeles, CA 90095, USA, Email: {yahya.ezzeldin, mkamoose,

More information

EE 6900: Interconnection Networks for HPC Systems Fall 2016

EE 6900: Interconnection Networks for HPC Systems Fall 2016 EE 6900: Inteconnection Netwoks fo HPC Systems Fall 2016 Avinash Kaanth Kodi School of Electical Engineeing and Compute Science Ohio Univesity Athens, OH 45701 Email: kodi@ohio.edu 1 Acknowledgement: Inteconnection

More information

Hierarchically Clustered P2P Streaming System

Hierarchically Clustered P2P Streaming System Hieachically Clusteed P2P Steaming System Chao Liang, Yang Guo, and Yong Liu Polytechnic Univesity Thomson Lab Booklyn, NY 11201 Pinceton, NJ 08540 Abstact Pee-to-pee video steaming has been gaining populaity.

More information

Optical Flow for Large Motion Using Gradient Technique

Optical Flow for Large Motion Using Gradient Technique SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol. 3, No. 1, June 2006, 103-113 Optical Flow fo Lage Motion Using Gadient Technique Md. Moshaof Hossain Sake 1, Kamal Bechkoum 2, K.K. Islam 1 Abstact: In this

More information

Interference-Aware Multicast for Wireless Multihop Networks

Interference-Aware Multicast for Wireless Multihop Networks Intefeence-Awae Multicast fo Wieless Multihop Netwoks Daniel Letpatchya School of Electical and Compute Engineeing Geogia Institute of Technology Atlanta, Geogia 30332 0250 Douglas M. Blough School of

More information

Minimizing spatial and time reservation with Collision-Aware DCF in mobile ad hoc networks

Minimizing spatial and time reservation with Collision-Aware DCF in mobile ad hoc networks Available online at www.sciencediect.com Ad Hoc Netwoks 7 (29) 23 247 www.elsevie.com/locate/adhoc Minimizing spatial and time esevation with Collision-Awae DCF in mobile ad hoc netwoks Lubo Song a, Chansu

More information

On the Forwarding Area of Contention-Based Geographic Forwarding for Ad Hoc and Sensor Networks

On the Forwarding Area of Contention-Based Geographic Forwarding for Ad Hoc and Sensor Networks On the Fowading Aea of Contention-Based Geogaphic Fowading fo Ad Hoc and Senso Netwoks Dazhi Chen Depatment of EECS Syacuse Univesity Syacuse, NY dchen@sy.edu Jing Deng Depatment of CS Univesity of New

More information

INFORMATION DISSEMINATION DELAY IN VEHICLE-TO-VEHICLE COMMUNICATION NETWORKS IN A TRAFFIC STREAM

INFORMATION DISSEMINATION DELAY IN VEHICLE-TO-VEHICLE COMMUNICATION NETWORKS IN A TRAFFIC STREAM INFORMATION DISSEMINATION DELAY IN VEHICLE-TO-VEHICLE COMMUNICATION NETWORKS IN A TRAFFIC STREAM LiLi Du Depatment of Civil, Achitectual, and Envionmental Engineeing Illinois Institute of Technology 3300

More information

Erasure-Coding Based Routing for Opportunistic Networks

Erasure-Coding Based Routing for Opportunistic Networks Easue-Coding Based Routing fo Oppotunistic Netwoks Yong Wang, Sushant Jain, Magaet Matonosi, Kevin Fall Pinceton Univesity, Univesity of Washington, Intel Reseach Bekeley ABSTRACT Routing in Delay Toleant

More information

Tier-Based Underwater Acoustic Routing for Applications with Reliability and Delay Constraints

Tier-Based Underwater Acoustic Routing for Applications with Reliability and Delay Constraints Tie-Based Undewate Acoustic Routing fo Applications with Reliability and Delay Constaints Li-Chung Kuo Depatment of Electical Engineeing State Univesity of New Yok at Buffalo Buffalo, New Yok 14260 Email:

More information

Event-based Location Dependent Data Services in Mobile WSNs

Event-based Location Dependent Data Services in Mobile WSNs Event-based Location Dependent Data Sevices in Mobile WSNs Liang Hong 1, Yafeng Wu, Sang H. Son, Yansheng Lu 3 1 College of Compute Science and Technology, Wuhan Univesity, China Depatment of Compute Science,

More information

An Improved Resource Reservation Protocol

An Improved Resource Reservation Protocol Jounal of Compute Science 3 (8: 658-665, 2007 SSN 549-3636 2007 Science Publications An mpoved Resouce Resevation Potocol Desie Oulai, Steven Chambeland and Samuel Piee Depatment of Compute Engineeing

More information

Modelling, simulation, and performance analysis of a CAN FD system with SAE benchmark based message set

Modelling, simulation, and performance analysis of a CAN FD system with SAE benchmark based message set Modelling, simulation, and pefomance analysis of a CAN FD system with SAE benchmak based message set Mahmut Tenuh, Panagiotis Oikonomidis, Peiklis Chachalakis, Elias Stipidis Mugla S. K. Univesity, TR;

More information

Combinatorial Mobile IP: A New Efficient Mobility Management Using Minimized Paging and Local Registration in Mobile IP Environments

Combinatorial Mobile IP: A New Efficient Mobility Management Using Minimized Paging and Local Registration in Mobile IP Environments Wieless Netwoks 0, 3 32, 200 200 Kluwe Academic Publishes. Manufactued in The Nethelands. Combinatoial Mobile IP: A New Efficient Mobility Management Using Minimized Paging and Local Registation in Mobile

More information

An Unsupervised Segmentation Framework For Texture Image Queries

An Unsupervised Segmentation Framework For Texture Image Queries An Unsupevised Segmentation Famewok Fo Textue Image Queies Shu-Ching Chen Distibuted Multimedia Infomation System Laboatoy School of Compute Science Floida Intenational Univesity Miami, FL 33199, USA chens@cs.fiu.edu

More information

EFFICIENT ENERGY BASED CONGESTION CONTROL SCHEME FOR MOBILE AD HOC NETWORKS

EFFICIENT ENERGY BASED CONGESTION CONTROL SCHEME FOR MOBILE AD HOC NETWORKS FFICINT NRGY BASD CONGSTION CONTROL SCHM FOR MOBIL AD HOC NTWORKS 1 S.SHJA, 2 DR.RAMACHANDRA V PUJRI 1 Reseach Schola, Bhaathia Univesity, Coimbatoe. 2 Vice-Pincipal, KGiSL Institute of Technology, Saavanampatti,

More information

A Cross-Layer Framework of QoS Routing and Distributed Scheduling for Mesh Networks

A Cross-Layer Framework of QoS Routing and Distributed Scheduling for Mesh Networks A Coss-Laye Famewok of QoS Routing and Distibuted Scheduling fo Mesh Netwoks Chi Haold Liu, Athanasios Gkelias, and Kin K. Leung Depatment of Electical and Electonic Engineeing, Impeial College London

More information

Wormhole Detection and Prevention in MANETs

Wormhole Detection and Prevention in MANETs Womhole Detection and Pevention in MANETs Lija Joy Compute Science and Engineeing KMEA Engineeing College Enakulum, Keala, India lijavj@gmail.com Sheena Kuian K Compute Science and Engineeing KMEA Engineeing

More information

ADDING REALISM TO SOURCE CHARACTERIZATION USING A GENETIC ALGORITHM

ADDING REALISM TO SOURCE CHARACTERIZATION USING A GENETIC ALGORITHM ADDING REALISM TO SOURCE CHARACTERIZATION USING A GENETIC ALGORITHM Luna M. Rodiguez*, Sue Ellen Haupt, and Geoge S. Young Depatment of Meteoology and Applied Reseach Laboatoy The Pennsylvania State Univesity,

More information

Segmentation of Casting Defects in X-Ray Images Based on Fractal Dimension

Segmentation of Casting Defects in X-Ray Images Based on Fractal Dimension 17th Wold Confeence on Nondestuctive Testing, 25-28 Oct 2008, Shanghai, China Segmentation of Casting Defects in X-Ray Images Based on Factal Dimension Jue WANG 1, Xiaoqin HOU 2, Yufang CAI 3 ICT Reseach

More information

Bo Gu and Xiaoyan Hong*

Bo Gu and Xiaoyan Hong* Int. J. Ad Hoc and Ubiquitous Computing, Vol. 11, Nos. /3, 1 169 Tansition phase of connectivity fo wieless netwoks with gowing pocess Bo Gu and Xiaoyan Hong* Depatment of Compute Science, Univesity of

More information

Simulation and Performance Evaluation of Network on Chip Architectures and Algorithms using CINSIM

Simulation and Performance Evaluation of Network on Chip Architectures and Algorithms using CINSIM J. Basic. Appl. Sci. Res., 1(10)1594-1602, 2011 2011, TextRoad Publication ISSN 2090-424X Jounal of Basic and Applied Scientific Reseach www.textoad.com Simulation and Pefomance Evaluation of Netwok on

More information

A Two-stage and Parameter-free Binarization Method for Degraded Document Images

A Two-stage and Parameter-free Binarization Method for Degraded Document Images A Two-stage and Paamete-fee Binaization Method fo Degaded Document Images Yung-Hsiang Chiu 1, Kuo-Liang Chung 1, Yong-Huai Huang 2, Wei-Ning Yang 3, Chi-Huang Liao 4 1 Depatment of Compute Science and

More information

A Recommender System for Online Personalization in the WUM Applications

A Recommender System for Online Personalization in the WUM Applications A Recommende System fo Online Pesonalization in the WUM Applications Mehdad Jalali 1, Nowati Mustapha 2, Ali Mamat 2, Md. Nasi B Sulaiman 2 Abstact foeseeing of use futue movements and intentions based

More information

Illumination methods for optical wear detection

Illumination methods for optical wear detection Illumination methods fo optical wea detection 1 J. Zhang, 2 P.P.L.Regtien 1 VIMEC Applied Vision Technology, Coy 43, 5653 LC Eindhoven, The Nethelands Email: jianbo.zhang@gmail.com 2 Faculty Electical

More information

Prioritized Traffic Recovery over GMPLS Networks

Prioritized Traffic Recovery over GMPLS Networks Pioitized Taffic Recovey ove GMPLS Netwoks 2005 IEEE. Pesonal use of this mateial is pemitted. Pemission fom IEEE mu be obtained fo all othe uses in any cuent o futue media including epinting/epublishing

More information

Detection and Recognition of Alert Traffic Signs

Detection and Recognition of Alert Traffic Signs Detection and Recognition of Alet Taffic Signs Chia-Hsiung Chen, Macus Chen, and Tianshi Gao 1 Stanfod Univesity Stanfod, CA 9305 {echchen, macuscc, tianshig}@stanfod.edu Abstact Taffic signs povide dives

More information

How to outperform IEEE802.11: Interference Aware (IA) MAC

How to outperform IEEE802.11: Interference Aware (IA) MAC How to outpefom IEEE802.11: Intefeence Awae (IA) MAC Daniela Maniezzo, Piepaolo egamo, Matteo Cesana, Maio Gela CS Dept. - Univesity of Califonia Los Angeles - UCLA, Califonia, USA Engineeing Dept., Feaa

More information

MANET QoS support without reservations

MANET QoS support without reservations SECURITY AND COMMUNICATION NETWORKS Secuity Comm. Netwoks (2010) Published online in Wiley InteScience (www.intescience.wiley.com)..183 SPECIAL ISSUE PAPER MANET QoS suppot without esevations Soon Y. Oh,

More information

Controlled Information Maximization for SOM Knowledge Induced Learning

Controlled Information Maximization for SOM Knowledge Induced Learning 3 Int'l Conf. Atificial Intelligence ICAI'5 Contolled Infomation Maximization fo SOM Knowledge Induced Leaning Ryotao Kamimua IT Education Cente and Gaduate School of Science and Technology, Tokai Univeisity

More information

On using circuit-switched networks for file transfers

On using circuit-switched networks for file transfers On using cicuit-switched netwoks fo file tansfes Xiuduan Fang, Malathi Veeaaghavan Univesity of Viginia Email: {xf4c, mv5g}@viginia.edu Abstact High-speed optical cicuit-switched netwoks ae being deployed

More information

Heterogeneous V2V Communications in Multi-Link and Multi-RAT Vehicular Networks

Heterogeneous V2V Communications in Multi-Link and Multi-RAT Vehicular Networks 1 Heteogeneous V2V Communications in Multi-Link and Multi-RAT Vehicula Netwoks Miguel Sepulce and Javie Gozalvez Abstact Connected and automated vehicles will enable advanced taffic safety and efficiency

More information

AMERICAN UNIVERSITY OF BEIRUT IMPROVING DATA COMMUNICATIONS IN VEHICULAR AD HOC NETWORKS VIA COGNITIVE NETWORKS TECHNIQUES ALI JAWAD GHANDOUR

AMERICAN UNIVERSITY OF BEIRUT IMPROVING DATA COMMUNICATIONS IN VEHICULAR AD HOC NETWORKS VIA COGNITIVE NETWORKS TECHNIQUES ALI JAWAD GHANDOUR AMERICAN UNIVERSITY OF BEIRUT IMPROVING DATA COMMUNICATIONS IN VEHICULAR AD HOC NETWORKS VIA COGNITIVE NETWORKS TECHNIQUES by ALI JAWAD GHANDOUR A thesis submitted in patial fulfillment of the equiements

More information

Mobility Pattern Recognition in Mobile Ad-Hoc Networks

Mobility Pattern Recognition in Mobile Ad-Hoc Networks Mobility Patten Recognition in Mobile Ad-Hoc Netwoks S. M. Mousavi Depatment of Compute Engineeing, Shaif Univesity of Technology sm_mousavi@ce.shaif.edu H. R. Rabiee Depatment of Compute Engineeing, Shaif

More information

An Optimised Density Based Clustering Algorithm

An Optimised Density Based Clustering Algorithm Intenational Jounal of Compute Applications (0975 8887) Volume 6 No.9, Septembe 010 An Optimised Density Based Clusteing Algoithm J. Hencil Pete Depatment of Compute Science St. Xavie s College, Palayamkottai,

More information

Comparisons of Transient Analytical Methods for Determining Hydraulic Conductivity Using Disc Permeameters

Comparisons of Transient Analytical Methods for Determining Hydraulic Conductivity Using Disc Permeameters Compaisons of Tansient Analytical Methods fo Detemining Hydaulic Conductivity Using Disc Pemeametes 1,,3 Cook, F.J. 1 CSRO Land and Wate, ndoooopilly, Queensland The Univesity of Queensland, St Lucia,

More information

The Internet Ecosystem and Evolution

The Internet Ecosystem and Evolution The Intenet Ecosystem and Evolution Contents Netwok outing: basics distibuted/centalized, static/dynamic, linkstate/path-vecto inta-domain/inte-domain outing Mapping the sevice model to AS-AS paths valley-fee

More information

The Dual Round Robin Matching Switch with Exhaustive Service

The Dual Round Robin Matching Switch with Exhaustive Service The Dual Round Robin Matching Switch with Exhaustive Sevice Yihan Li, Shivenda S. Panwa, H. Jonathan Chao Abstact Vitual Output Queuing is widely used by fixed-length highspeed switches to ovecome head-of-line

More information

A Memory Efficient Array Architecture for Real-Time Motion Estimation

A Memory Efficient Array Architecture for Real-Time Motion Estimation A Memoy Efficient Aay Achitectue fo Real-Time Motion Estimation Vasily G. Moshnyaga and Keikichi Tamau Depatment of Electonics & Communication, Kyoto Univesity Sakyo-ku, Yoshida-Honmachi, Kyoto 66-1, JAPAN

More information

HISTOGRAMS are an important statistic reflecting the

HISTOGRAMS are an important statistic reflecting the JOURNAL OF L A T E X CLASS FILES, VOL. 14, NO. 8, AUGUST 2015 1 D 2 HistoSketch: Disciminative and Dynamic Similaity-Peseving Sketching of Steaming Histogams Dingqi Yang, Bin Li, Laua Rettig, and Philippe

More information

Assessment of Track Sequence Optimization based on Recorded Field Operations

Assessment of Track Sequence Optimization based on Recorded Field Operations Assessment of Tack Sequence Optimization based on Recoded Field Opeations Matin A. F. Jensen 1,2,*, Claus G. Søensen 1, Dionysis Bochtis 1 1 Aahus Univesity, Faculty of Science and Technology, Depatment

More information

Module 6 STILL IMAGE COMPRESSION STANDARDS

Module 6 STILL IMAGE COMPRESSION STANDARDS Module 6 STILL IMAE COMPRESSION STANDARDS Lesson 17 JPE-2000 Achitectue and Featues Instuctional Objectives At the end of this lesson, the students should be able to: 1. State the shotcomings of JPE standad.

More information

Information Retrieval. CS630 Representing and Accessing Digital Information. IR Basics. User Task. Basic IR Processes

Information Retrieval. CS630 Representing and Accessing Digital Information. IR Basics. User Task. Basic IR Processes CS630 Repesenting and Accessing Digital Infomation Infomation Retieval: Basics Thosten Joachims Conell Univesity Infomation Retieval Basics Retieval Models Indexing and Pepocessing Data Stuctues ~ 4 lectues

More information

IP Multicast Simulation in OPNET

IP Multicast Simulation in OPNET IP Multicast Simulation in OPNET Xin Wang, Chien-Ming Yu, Henning Schulzinne Paul A. Stipe Columbia Univesity Reutes Depatment of Compute Science 88 Pakway Dive South New Yok, New Yok Hauppuage, New Yok

More information

A Novel Automatic White Balance Method For Digital Still Cameras

A Novel Automatic White Balance Method For Digital Still Cameras A Novel Automatic White Balance Method Fo Digital Still Cameas Ching-Chih Weng 1, Home Chen 1,2, and Chiou-Shann Fuh 3 Depatment of Electical Engineeing, 2 3 Gaduate Institute of Communication Engineeing

More information

ANALYTIC PERFORMANCE MODELS FOR SINGLE CLASS AND MULTIPLE CLASS MULTITHREADED SOFTWARE SERVERS

ANALYTIC PERFORMANCE MODELS FOR SINGLE CLASS AND MULTIPLE CLASS MULTITHREADED SOFTWARE SERVERS ANALYTIC PERFORMANCE MODELS FOR SINGLE CLASS AND MULTIPLE CLASS MULTITHREADED SOFTWARE SERVERS Daniel A Menascé Mohamed N Bennani Dept of Compute Science Oacle, Inc Geoge Mason Univesity 1211 SW Fifth

More information

UCLA Papers. Title. Permalink. Authors. Publication Date. Localized Edge Detection in Sensor Fields. https://escholarship.org/uc/item/3fj6g58j

UCLA Papers. Title. Permalink. Authors. Publication Date. Localized Edge Detection in Sensor Fields. https://escholarship.org/uc/item/3fj6g58j UCLA Papes Title Localized Edge Detection in Senso Fields Pemalink https://escholashipog/uc/item/3fj6g58j Authos K Chintalapudi Govindan Publication Date 3-- Pee eviewed escholashipog Poweed by the Califonia

More information

(1) W tcp = (3) N. Assuming 1 P r 1. = W r (4) a 1/(k+1) W 2/(k+1)

(1) W tcp = (3) N. Assuming 1 P r 1. = W r (4) a 1/(k+1) W 2/(k+1) 1 Multi Path PERT Ankit Singh and A. L. Naasimha Reddy Electical and Compute Engineeing Depatment, Texas A&M Univesity; email: eddy@ece.tamu.edu. Abstact This pape pesents a new multipath delay based algoithm,

More information

Point-Biserial Correlation Analysis of Fuzzy Attributes

Point-Biserial Correlation Analysis of Fuzzy Attributes Appl Math Inf Sci 6 No S pp 439S-444S (0 Applied Mathematics & Infomation Sciences An Intenational Jounal @ 0 NSP Natual Sciences Publishing o Point-iseial oelation Analysis of Fuzzy Attibutes Hao-En hueh

More information

RT-WLAN: A Soft Real-Time Extension to the ORiNOCO Linux Device Driver

RT-WLAN: A Soft Real-Time Extension to the ORiNOCO Linux Device Driver 1 RT-WLAN: A Soft Real-Time Extension to the ORiNOCO Linux Device Dive Amit Jain Daji Qiao Kang G. Shin The Univesity of Michigan Ann Abo, MI 4819, USA {amitj,dqiao,kgshin@eecs.umich.edu Abstact The cuent

More information

A New Finite Word-length Optimization Method Design for LDPC Decoder

A New Finite Word-length Optimization Method Design for LDPC Decoder A New Finite Wod-length Optimization Method Design fo LDPC Decode Jinlei Chen, Yan Zhang and Xu Wang Key Laboatoy of Netwok Oiented Intelligent Computation Shenzhen Gaduate School, Habin Institute of Technology

More information

On Adaptive Bandwidth Sharing with Rate Guarantees

On Adaptive Bandwidth Sharing with Rate Guarantees On Adaptive Bandwidth Shaing with Rate Guaantees N.G. Duffield y T. V. Lakshman D. Stiliadis y AT&T Laboatoies Bell Labs Rm A175, 180 Pak Avenue Lucent Technologies Floham Pak, 101 Cawfods Cone Road NJ

More information

A VECTOR PERTURBATION APPROACH TO THE GENERALIZED AIRCRAFT SPARE PARTS GROUPING PROBLEM

A VECTOR PERTURBATION APPROACH TO THE GENERALIZED AIRCRAFT SPARE PARTS GROUPING PROBLEM Accepted fo publication Intenational Jounal of Flexible Automation and Integated Manufactuing. A VECTOR PERTURBATION APPROACH TO THE GENERALIZED AIRCRAFT SPARE PARTS GROUPING PROBLEM Nagiza F. Samatova,

More information

Fault-Tolerant Routing Schemes in RDT(2,2,1)/α-Based Interconnection Network for Networks-on-Chip Designs

Fault-Tolerant Routing Schemes in RDT(2,2,1)/α-Based Interconnection Network for Networks-on-Chip Designs Fault-Toleant Routing Schemes in RDT(,,)/α-Based Inteconnection Netwok fo Netwoks-on-Chip Designs Mei Yang, Tao Li, Yingtao Jiang, and Yulu Yang Dept. of Electical & Compute Engineeing Univesity of Nevada,

More information

Transmission Lines Modeling Based on Vector Fitting Algorithm and RLC Active/Passive Filter Design

Transmission Lines Modeling Based on Vector Fitting Algorithm and RLC Active/Passive Filter Design Tansmission Lines Modeling Based on Vecto Fitting Algoithm and RLC Active/Passive Filte Design Ahmed Qasim Tuki a,*, Nashien Fazilah Mailah b, Mohammad Lutfi Othman c, Ahmad H. Saby d Cente fo Advanced

More information

Cloud-Aided Wireless Networks with Edge Caching: Fundamental Latency Trade-Offs in Fog Radio Access Networks

Cloud-Aided Wireless Networks with Edge Caching: Fundamental Latency Trade-Offs in Fog Radio Access Networks 206 IEEE Intenational Symposium on Infomation Theoy Cloud-Aided Wieless Netwos with Edge Caching: Fundamental Latency Tade-Offs in Fog Radio Access Netwos Ravi Tandon Osvaldo Simeone Depatment of ECE Univesity

More information

Characterizing Data Deliverability of Greedy Routing in Wireless Sensor Networks

Characterizing Data Deliverability of Greedy Routing in Wireless Sensor Networks Chaacteizing Data Deliveability of Geedy Routing in Wieless Senso Netwoks Jinwei Liu, Lei Yu, Haiying Shen, Yangyang He and Jason Hallstom Depatment of Electical and Compute Engineeing, Clemson Univesity,

More information

An Efficient Handover Mechanism Using the General Switch Management Protocol on a Multi-Protocol Label Switching Network

An Efficient Handover Mechanism Using the General Switch Management Protocol on a Multi-Protocol Label Switching Network An Efficient andove Mechanism Using the Geneal Switch Management Potocol on a Multi-Potocol abel Switching Netwok Seong Gon hoi, yun Joo Kang, and Jun Kyun hoi Using the geneal switch management potocol

More information

Totally Disjoint Multipath Routing in Multihop Wireless Networks

Totally Disjoint Multipath Routing in Multihop Wireless Networks Totally isjoint Multipath Routing in Multihop Wieless Netwoks Sonia Wahate and Raouf outaba Univesity of Wateloo School of ompute Science Wateloo, anada {spwahate,boutaba}@uwateloo.ca bstact Speading taffic

More information

Configuring RSVP-ATM QoS Interworking

Configuring RSVP-ATM QoS Interworking Configuing RSVP-ATM QoS Intewoking Last Updated: Januay 15, 2013 This chapte descibes the tasks fo configuing the RSVP-ATM QoS Intewoking featue, which povides suppot fo Contolled Load Sevice using RSVP

More information

Clustering Interval-valued Data Using an Overlapped Interval Divergence

Clustering Interval-valued Data Using an Overlapped Interval Divergence Poc. of the 8th Austalasian Data Mining Confeence (AusDM'9) Clusteing Inteval-valued Data Using an Ovelapped Inteval Divegence Yongli Ren Yu-Hsn Liu Jia Rong Robet Dew School of Infomation Engineeing,

More information

Quality Aware Privacy Protection for Location-based Services

Quality Aware Privacy Protection for Location-based Services In Poceedings of the th Intenational Confeence on Database Systems fo Advanced Applications (DASFAA 007), Bangkok, Thailand, Apil 9-, 007. Quality Awae Pivacy Potection fo Location-based Sevices Zhen Xiao,,

More information

arxiv: v2 [physics.soc-ph] 30 Nov 2016

arxiv: v2 [physics.soc-ph] 30 Nov 2016 Tanspotation dynamics on coupled netwoks with limited bandwidth Ming Li 1,*, Mao-Bin Hu 1, and Bing-Hong Wang 2, axiv:1607.05382v2 [physics.soc-ph] 30 Nov 2016 1 School of Engineeing Science, Univesity

More information

Method of controlling access to intellectual switching nodes of telecommunication networks and systems

Method of controlling access to intellectual switching nodes of telecommunication networks and systems ISSN (e): 2250 3005 Volume 05 Issue 05 ay 2015 Intenational Jounal of Computational Engineeing eseach (IJCE) ethod of contolling access to intellectual switching nodes of telecommunication netwoks and

More information

Any modern computer system will incorporate (at least) two levels of storage:

Any modern computer system will incorporate (at least) two levels of storage: 1 Any moden compute system will incopoate (at least) two levels of stoage: pimay stoage: andom access memoy (RAM) typical capacity 32MB to 1GB cost pe MB $3. typical access time 5ns to 6ns bust tansfe

More information

Separability and Topology Control of Quasi Unit Disk Graphs

Separability and Topology Control of Quasi Unit Disk Graphs Sepaability and Topology Contol of Quasi Unit Disk Gaphs Jiane Chen, Anxiao(Andew) Jiang, Iyad A. Kanj, Ge Xia, and Fenghui Zhang Dept. of Compute Science, Texas A&M Univ. College Station, TX 7784. {chen,

More information

APPLICATION OF STRUCTURED QUEUING NETWORKS IN QOS ESTIMITION OF TELECOMMUNICATION SERVICE

APPLICATION OF STRUCTURED QUEUING NETWORKS IN QOS ESTIMITION OF TELECOMMUNICATION SERVICE APPLICATION OF STRUCTURED QUEUING NETWORKS IN QOS ESTIMITION OF TELECOMMUNICATION SERVICE 1 YAROSLAVTSEV A.F., 2 Al-THUNEIBAT S.A., 3 AL TAWALBEH N.A 1 Depatment of Netwoking, SSUTI, Novosibisk, Russia

More information

Annales UMCS Informatica AI 2 (2004) UMCS

Annales UMCS Informatica AI 2 (2004) UMCS Pobane z czasopisma Annales AI- Infomatica http://ai.annales.umcs.pl Annales Infomatica AI 2 (2004) 33-340 Annales Infomatica Lublin-Polonia Sectio AI http://www.annales.umcs.lublin.pl/ Embedding as a

More information

Shortest Paths for a Two-Robot Rendez-Vous

Shortest Paths for a Two-Robot Rendez-Vous Shotest Paths fo a Two-Robot Rendez-Vous Eik L Wyntes Joseph S B Mitchell y Abstact In this pape, we conside an optimal motion planning poblem fo a pai of point obots in a plana envionment with polygonal

More information

Towards Adaptive Information Merging Using Selected XML Fragments

Towards Adaptive Information Merging Using Selected XML Fragments Towads Adaptive Infomation Meging Using Selected XML Fagments Ho-Lam Lau and Wilfed Ng Depatment of Compute Science and Engineeing, The Hong Kong Univesity of Science and Technology, Hong Kong {lauhl,

More information

Topic -3 Image Enhancement

Topic -3 Image Enhancement Topic -3 Image Enhancement (Pat 1) DIP: Details Digital Image Pocessing Digital Image Chaacteistics Spatial Spectal Gay-level Histogam DFT DCT Pe-Pocessing Enhancement Restoation Point Pocessing Masking

More information

Modeling a shared medium access node with QoS distinction

Modeling a shared medium access node with QoS distinction Modeling a shaed medium access node with QoS distinction Matthias Gies, Jonas Geutet Compute Engineeing and Netwoks Laboatoy (TIK) Swiss Fedeal Institute of Technology Züich CH-8092 Züich, Switzeland email:

More information

On the Conversion between Binary Code and Binary-Reflected Gray Code on Boolean Cubes

On the Conversion between Binary Code and Binary-Reflected Gray Code on Boolean Cubes On the Convesion between Binay Code and BinayReflected Gay Code on Boolean Cubes The Havad community has made this aticle openly available. Please shae how this access benefits you. You stoy mattes Citation

More information

Title. Author(s)NOMURA, K.; MOROOKA, S. Issue Date Doc URL. Type. Note. File Information

Title. Author(s)NOMURA, K.; MOROOKA, S. Issue Date Doc URL. Type. Note. File Information Title CALCULATION FORMULA FOR A MAXIMUM BENDING MOMENT AND THE TRIANGULAR SLAB WITH CONSIDERING EFFECT OF SUPPO UNIFORM LOAD Autho(s)NOMURA, K.; MOROOKA, S. Issue Date 2013-09-11 Doc URL http://hdl.handle.net/2115/54220

More information

Improved Utility-based Congestion Control for Delay-Constrained Communication

Improved Utility-based Congestion Control for Delay-Constrained Communication Impoved Utility-based Congestion Contol fo Delay-Constained Communication Stefano D Aonco, Laua Toni, Segio Mena, Xiaoqing Zhu, and Pascal Fossad axiv:5.2799v3 [cs.ni] 2 Jan 27 Abstact Due to the pesence

More information

Lecture # 04. Image Enhancement in Spatial Domain

Lecture # 04. Image Enhancement in Spatial Domain Digital Image Pocessing CP-7008 Lectue # 04 Image Enhancement in Spatial Domain Fall 2011 2 domains Spatial Domain : (image plane) Techniques ae based on diect manipulation of pixels in an image Fequency

More information

Scaling Location-based Services with Dynamically Composed Location Index

Scaling Location-based Services with Dynamically Composed Location Index Scaling Location-based Sevices with Dynamically Composed Location Index Bhuvan Bamba, Sangeetha Seshadi and Ling Liu Distibuted Data Intensive Systems Laboatoy (DiSL) College of Computing, Geogia Institute

More information

Modeling spatially-correlated data of sensor networks with irregular topologies

Modeling spatially-correlated data of sensor networks with irregular topologies This full text pape was pee eviewed at the diection of IEEE Communications Society subject matte expets fo publication in the IEEE SECON 25 poceedings Modeling spatially-coelated data of senso netwoks

More information

Decentralized Trust Management for Ad-Hoc Peer-to-Peer Networks

Decentralized Trust Management for Ad-Hoc Peer-to-Peer Networks Decentalized Tust Management fo Ad-Hoc Pee-to-Pee Netwoks Thomas Repantis Vana Kalogeaki Depatment of Compute Science & Engineeing Univesity of Califonia, Riveside Riveside, CA 92521 {tep,vana}@cs.uc.edu

More information

A modal estimation based multitype sensor placement method

A modal estimation based multitype sensor placement method A modal estimation based multitype senso placement method *Xue-Yang Pei 1), Ting-Hua Yi 2) and Hong-Nan Li 3) 1),)2),3) School of Civil Engineeing, Dalian Univesity of Technology, Dalian 116023, China;

More information

TCP Libra: Exploring RTT-Fairness for TCP

TCP Libra: Exploring RTT-Fairness for TCP TCP Liba: Exploing RTT-Fainess fo TCP UCLA Compute Science Depatment Technical Repot #TR050037 Gustavo Mafia, Claudio Palazzi, Giovanni Pau, Maio Gela, M. Y. Sanadidi, Maco Roccetti, Compute Science Depatment

More information

Switching and Fault Transients of Unit Transformers of a Combined-Cycle Gas Turbine Generator

Switching and Fault Transients of Unit Transformers of a Combined-Cycle Gas Turbine Generator Switching and Fault Tansients of Unit Tansfomes of a Combined-Cycle Gas Tubine Geneato M. Kizilcay, S. Demmig Abstact A new combined-cycle powe plant is to be connected to a 110-kV gid though a powe cable

More information

RANDOM IRREGULAR BLOCK-HIERARCHICAL NETWORKS: ALGORITHMS FOR COMPUTATION OF MAIN PROPERTIES

RANDOM IRREGULAR BLOCK-HIERARCHICAL NETWORKS: ALGORITHMS FOR COMPUTATION OF MAIN PROPERTIES RANDOM IRREGULAR BLOCK-HIERARCHICAL NETWORKS: ALGORITHMS FOR COMPUTATION OF MAIN PROPERTIES Svetlana Avetisyan Mikayel Samvelyan* Matun Kaapetyan Yeevan State Univesity Abstact In this pape, the class

More information

Obstacle Avoidance of Autonomous Mobile Robot using Stereo Vision Sensor

Obstacle Avoidance of Autonomous Mobile Robot using Stereo Vision Sensor Obstacle Avoidance of Autonomous Mobile Robot using Steeo Vision Senso Masako Kumano Akihisa Ohya Shin ichi Yuta Intelligent Robot Laboatoy Univesity of Tsukuba, Ibaaki, 35-8573 Japan E-mail: {masako,

More information

THE THETA BLOCKCHAIN

THE THETA BLOCKCHAIN THE THETA BLOCKCHAIN Theta is a decentalized video steaming netwok, poweed by a new blockchain and token. By Theta Labs, Inc. Last Updated: Nov 21, 2017 esion 1.0 1 OUTLINE Motivation Reputation Dependent

More information

Accurate Diffraction Efficiency Control for Multiplexed Volume Holographic Gratings. Xuliang Han, Gicherl Kim, and Ray T. Chen

Accurate Diffraction Efficiency Control for Multiplexed Volume Holographic Gratings. Xuliang Han, Gicherl Kim, and Ray T. Chen Accuate Diffaction Efficiency Contol fo Multiplexed Volume Hologaphic Gatings Xuliang Han, Gichel Kim, and Ray T. Chen Micoelectonic Reseach Cente Depatment of Electical and Compute Engineeing Univesity

More information

QUALITY OF SERVICE DESIGN ISSUES IN MULTIMEDIA COMMUNICATIONS OVER POWER LINE NETWORKS SRINIVAS KATAR

QUALITY OF SERVICE DESIGN ISSUES IN MULTIMEDIA COMMUNICATIONS OVER POWER LINE NETWORKS SRINIVAS KATAR QUALITY OF SERVICE DESIGN ISSUES IN MULTIMEDIA COMMUNICATIONS OVER POWER LINE NETWORKS By SRINIVAS KATAR A DISSERTATION PRESENTED TO THE GRADUATE SCHOOL OF THE UNIVERSITY OF FLORIDA IN PARTIAL FULFILLMENT

More information