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

Size: px
Start display at page:

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

Transcription

1 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 Masoud Mohammadian School of Infomation Systems and Accounting Univesity of Canbea Canbea ACT 2617, Austalia Kim Blackmoe The Austalian National Univesity Canbea ACT 0200, Austalia In this pape the numbe of paths in a multipath outing potocol and distibution of neighbou nodes in the discoveed outes ae studied fo netwoks with fequent topology changes. Specifically, we conside how the placement of neighbou nodes, which ae used by the souce node to each a destination in a multipath outing potocol, affects total netwok powe consumption. We develop an analytical model, veified by simulation, which shows that, while the netwok pefomance is affected by souce node speed and oute length, it also depends on the geometic aangement of neighbou nodes aound the souce node. The esults eveal that total netwok powe consumption is minimized when the moving souce node has six well distibuted neighbou nodes, and one path to the destination via each neighbou node. 1. INTRODUCTION In mobile ad hoc netwoks, nodes move feely in abitay diections and speeds that lead to fequent links failue and new outing paths need to be discoveed. The cached outes become outdated, and hence invalid, and finding altenative outes consumes netwok esouces. Multipath outing (Radi et al. 2012; Vaidya et al. 2008) appeas to be a pomising technique fo ad hoc outing potocols to solve this poblem. Howeve, thee has not been geneal analysis of the optimal utilization of multipath outing. Fo instance, the netwok powe consumption may educe if the souce moving node obtains many paths to each destination by educing the numbe of oute discovey, howeve, that inceases the numbe of oute eplies equied to establish the outes which inceases the netwok powe consumption. Theefoe, the numbe of paths is a significate facto that effect netwok pefomance and equied to be caeful conside. Most of the poposed multipath outing potocols allow the destination node to select the paths based on the degee of disjointedness among paths found, howeve the necessity of this assumption is debatable (Rookhosh et al. 2008; Zafa et al. 2007) and does not conside the distibution of neighbou nodes aound the souce node. Fo instance, if a moving souce node has multiple paths to a destination via neighbous located vey close to each othe, the links with these neighbous disconnected quickly when the souce node moves in an opposite diection to these neighbous and hence the souce loses the benefit of having altenative paths to its destination. An on-demand multipath outing scheme is pesented by Liu and Liu as a multipath extension of Dynamic Souce Routing (DSR) (Liu and Liu 2010). They poposed the destination node selects disjoint paths with minimum end to end delay accoding to the accumulated delay calculated by the intemedin nodes. Oma et. at. (Oma et al. 2011) consideed the esidual enegy of the nodes in the selection of paths. They poposed on-demand multipath potocol that the souce node selects disjoint paths with the maximum esidual enegy. Howeve, they did not conside the neighbou nodes and the numbe of paths. Tsiigos and Haas (Tsiigos and Haas 2004a) and (Tsiigos and Haas 2004b) consideed load balancing by distibuting data load ove multiple paths. c The Authos. Published by BCS Leaning and Development Ltd. 1 Poceedings of the 2 nd BCS Intenational IT Confeence 2014

2 Numbe of Paths and Neighbous Effect on Multipath Routing in Mobile Ad Hoc Netwoks Jeew Blackmoe It was found that the pobability of successful communication of packets inceases with the numbe of used paths. Howeve, the analysis does not conside the powe consumption induced by acquiing multiple paths. Pham and Peeau (Pham and Peeau 2003) compaed the ovehead of eactive multipath outing with single path outing when all nodes in the netwok ae mobile. They showed that the ovehead inceases significantly when the numbe of multiple paths exceeds thee. Howeve, this esult did not conside the aangement of neighbou nodes in the discoveed outes. The main contibutions of this pape ae the following: (i) We conside a multipath outing scheme, whee the destination stoes all the copies of outes which aived, in ode to detemine which equests to espond to based on the distibution of the neighbous of the souce node. (ii) We exploe how the numbe and spead of neighbou nodes used by the souce node to each the destination in a multipath outing potocol affects the total netwok powe consumption. (iii) poposing an analytical model to calculate the netwok powe consumption when the souce node moves in abitay diections and speeds. We assume each oute stats with a diffeent neighbou node that well distibuted aound the souce node, as then a link failue with a neighbou in one oute does not effect the othes. Diffeent citeia ae suggested to detemine the numbe of altenative outes used by the potocol (Nasipui et al. 2001). We will late show that the best esults ae achieved with about six outes. The emainde of this pape is oganized as follows. In Section 2 we set up the mathematical famewok fo powe consumption. In Section 3 we intoduce the geomety of the souce node and its neighbous. In Section 4 we develop expessions fo expected powe consumption fo a multipath outing potocol. In Section 5 we pesent a compaison of theoetical and simulation esults, with conclusions in Section TOTAL POWER CONSUMPTION We will efe to total powe consumption as the powe consumed by the netwok nodes in ode fo the souce node to obtain single/multiple outes, in addition to the powe equied to fowad datapackets to a destination. In this eseach we ae inteested in minimizing total powe consumption by selecting the numbe of multipath outes needed to send data fom souce to destination. Accodingly, we assume that all the nodes consume the same amount of powe fo sending a data-packet, P d, and outing packets (oute equest, oute eply) ae tansmitted at default powe, P. In multipath outing the souce node obtains multiple outes to the destination using a single oute discovey pocess. The souce node, n s, selects a valid oute (of length (h d + 1)) fom its cache, then (h d +1)P d is the powe consumed by sending a datapacket to n d. If all the outes to n d ae expied, a new oute discovey pocess must by caied out. We assume that the oute discovey pocess eveals a path though each of the K neighbous, and that the numbe of hops fom neighbou i to n d is h i. The powe consumed fo flooding the oute equest is (n 1)P, whee n is the total numbe of nodes in the netwok, plus the oute eplies along each of the K paths. Let t a be the time of aival of a new packet destined fo n d, and T be the oute expiy time fo the lagest suviving oute. The total powe consumed is given by (h d + 1)P d t a < T PC = (n 1)P + Σ K i=1 (h i + 1)P (1) +(h d + 1)P d t a > T In ode to detemine the time T when outes beak, we need to make easonable assumptions about the aangement and movement of the nodes. Fo simplification we assume that oute beakages only occu due to souce node movement. Ou chosen netwok topology is discussed in the following section. 3. TOPOLOGY SCENARIO We assume that each node is equipped with an omnidiectional antenna and that signal attenuation is due only to path loss elated to distance tansmitted. We assume that the tansmission anges of all nodes ae identical and equal to. We assume that the velocities of the neighbou nodes ae slow enough to be consideed stationay and that n s moves with a constant speed, v, in a andom diection, θ s. The scenaio could also be extended such that the speeds of the neighbouing nodes ae combined with the speed of n s, and v is the elative speed. This scenaio fits well with the andom waypoint mobility model. All node-to-node communications ae assumed to be bi-diectional. We assume that the souce node has a set of well distibuted neighbous. This can be achieved in a dense netwok using, fo example, topology contol, whee a set of neighbou nodes is selected by dividing a disk cented at the souce node into a numbe of cones by lines. The angle of the maximum cone is no moe than α and one neighbou node is selected fo evey cone (Wu and Dai 2006; Podui et al. 2009). 2

3 Numbe of Paths and Neighbous Effect on Multipath Routing in Mobile Ad Hoc Netwoks Jeew Blackmoe /(v sin(π/3)) is achieved when d o,i = / tan(π/3). Then the PDF and CDF of the link esidual time is given by 2v 2 i sin 2 (π/k) f Ri ( i ) = (5) 2 v 2 i 2 sin2 (π/k) F Ri ( i ) = v 2 i 2 sin2 (π/k) (6) Figue 1: An example of fou neighbou nodes at equal angles and vaying distances spead aound the souce node, n s. n 1 and n 2 ae adjacent neighbous Link Residual Time The time fom when n s moves fom its initial position to the point whee the link with n i beaks is called the link esidual time, R i. The link esidual time is shotest if the souce node moves exactly between two neighbous. We assume this wost case scenaio as illustated in Fig 1. To detemine when the link between the souce node and the neaest neighbou beaks, we let the angle between n s and its neighbous be θ s θ i = θ s θ i+1 = π/k, whee θ s is the diection of movement of n s, and θ i and θ i+1 ae angles of adjacent neighbou nodes. The distance that n s has to tavel in diection θ s, befoe the link with its adjacent neighbous beaks is given by d i = d o,i cos(θ s θ i ) + 2 d 2 o,i sin2 (θ s θ i ) (2) If n s moves distance d i at velocity v then, R i = d i /v. Assume d o,i U[0, ), then the PDF and CDF of the link esidual time fo diffeent values of K ae as follows: Two Neighbous The link esidual time, is equal to /v and 0 espectively when d o,i is at its limiting values 0,. The PDF and CDF of the link esidual time is given by i v 2 f Ri ( i ) = (3) 2 i 2v2 2 i 2 F Ri ( i ) = 1 v2 (4) Thee Neighbous The link esidual time, is equal to /v fo d o,i equal to both 0 and. The maximum link esidual time R i = Fou o Moe Neighbous The link esidual time, is equal to /v fo d o,i = 0. The maximum link esidual time R i = 2 cos(π/k)/v is achieved when d o,i =. The PDF and CDF of the link esidual time is given by f Ri ( i ) = 1 v v 2 i sin 2 (π/k) cos(π/k) + 2 v 2 i 2 sin2 (π/k) (7) F Ri ( i ) = 1 ( ) v i cos(π/k) 2 v 2 i 2 sin2 (π/k) (8) 3.2. Packet Aival Time Packet aival times, t a, ae geneally modelled as having an exponential distibution, with paamete λ a appopiate to the given netwok. We use this model hee. The PDF and CDF of aival times is given by f a (t) = λ a e λ at F a (t) = 1 e λ at (9) (10) In this section we have pesented a statistical model of the topology scenaio. We will use this model to develop an analytical model of the expected powe consumption. 4. EXPECTED POWER CONSUMPTION We conside the expected powe consumed with the occuence of data-packets equests and new oute equests. The expected value of the powe consumption is equal to the cost of an individual data-packet equest, multiplied by the pobability that thee is an unexpied oute in the cache, in addition to the cost of an individual oute discovey pocess, multiplied by the pobability that the oute is necessay. The pobability of oute discovey is detemined by the topology scenaio and the caching stategy. Assume the souce node n s and destination n d ae initially sepaated by distance L d. The path length 3

4 Numbe of Paths and Neighbous Effect on Multipath Routing in Mobile Ad Hoc Netwoks Jeew Blackmoe is longest if the neighbou node that is selected to fowad data is located in the opposite diection to the destination, thus θ d θ i = π, as illustated in Fig. 2. Assume d o,i U[0, ), and similaly fo all hop lengths in each path then the expected length of each hop is 0.5, then the expected distance between the sending neighbou node and destination is L d + 0.5, and the expected numbe of hops fom the neighbou to the destination is h d = L d / Powe Consumption (watt) Powe Consumption of K Multipath, h d = 8 v/ = 0.12 v/ = 0.08 v/ = Paths (neighbous), K Figue 3: Netwok powe consumption as it vaies with souce node velocity, fom (13). Simulation esults ae depicted by makes while theoetical esults ae depicted by lines. and the values of R i,min and R i,max depend on the numbe of neighbou nodes, K. Thee is no closed fom solution to (13), so it must be calculated numeically. Figue 2: An example of a wost-case path length scenaio illustates the distance elationship between moving souce node, n s, active neighbou nodes, n 1, n 2, n 3 and n 4, and destination node, n d. The PDF of the maximum link esidual time, R max, of the two closest neighbous is detemined by finding the CDF fist, as follows F Rmax (t) = P {R max < t} = P {(R i1 < t) (R i2 < t)} = F 2 R i (t) (11) Taking the deivative of (11) it can be seen that the PDF of the maximum R i value is given by f Rmax (t) = 2F Ri (t)f Ri (t) (12) Combining (1) and (12), and using the PDF and CDF obtained in Section 3.1, we can detemine an expession fo the expected powe consumption, whee E{P C K paths} = Ri,max R i,min E{P C R 1, R 2 }f Rmax 2 (t) dt Ri,max = 2(h d + 1)P d (1 e λat )F Ri (t)f Ri (t)dt R i,min + 2((n 1)P + (h d + 1)P + (h d + 1)P d ) Ri,max R i,min e λ at F Ri (t)f Ri (t)dt (13) 5. RESULTS In this section we pesent and discuss esults of theoetical calculations and Monte-Calo simulations, conducted in Matlab, fo expected total powe consumption, discussed above. We assume a netwok with n = 400 nodes, each node in the netwok has a default powe level, P = 280mW, fo the tansmission ange, = 250m. The node uses P d = 140mW fo fowading of datapacket to the destination. The souce node sends data-packets to the destination at aival time t a seconds while it moves in a andom diection. It is assumed that the souce node moves at low, medium and high speed with 10, 20 and 30m/s, espectively. Fo each instance of the simulation, the souce node diection θ s U[0, 2π), and the neighbou node location, d o,i U[0, ) and θ i, ae geneated accoding to the scenaio in Fig. 1. The souce node geneates packets accoding to an exponential distibution with paamete λ a = 0.1. The packet aival time is compaed to the link esidual times, and the total powe consumption is counted. The expected powe consumption fo fixed path length h d is shown in Fig. 3. The esults show that the numbe of paths, K, has a significant effect on powe consumption. At low numbes of paths the powe-consumption cuves decease with K, since an incease in the numbe of paths deceases the numbe of oute discoveies by poviding altenative outes to the destination. Howeve, afte a cetain numbe of paths, the eduction in powe 4

5 Numbe of Paths and Neighbous Effect on Multipath Routing in Mobile Ad Hoc Netwoks Jeew Blackmoe Powe Consumption (Watt) Powe Consumption of K Multipath, v/ = Paths (neighbous), K h d = 20 h d = 10 h d = 5 Figue 4: Netwok powe consumption as it vaies with h d, fom (13). Simulation esults ae depicted by makes while theoetical esults ae depicted by lines. consumption due to poviding altenative paths is outweighed by the powe consumed by oute eplies fo each discoveed path. Theefoe, inceases to the numbe of paths past that point inceases powe consumption. We see fom the esults that the minimum netwok powe consumption can be achieved when the souce node has six multipath outes via neighbou nodes that ae equally angled aound the souce node. Fig. 4 shows the effect of the numbe of hops between the souce and destination on the netwok powe consumption at modeate speed of souce node. The esults show that powe consumption inceases with the numbe of hops, since that inceases the numbe of nodes that paticipate in communication between the souce and the destination. The esult also shows that selecting six paths via neighbou nodes equally spead aound the souce nodes minimizes the netwok powe consumption fo diffeent numbes of hops between the souce and the destination, unless the destination is close, in which case up to eight paths may be useful. 6. CONCLUSION In this pape the numbe of paths in a multipath outing potocol and the distibution of neighbou nodes in the discoveed outes ae studied when the souce node moves in abitay diections and speeds. We assume that the potocol identifies sepaate outes though all active neighbous of the souce node. An analytical model is developed and veified by simulation. The esults show that the total netwok powe consumption is dependent on the numbe of paths coesponding to the neighbous of the souce node. If the numbe of paths is too low, the powe consumption is inceased because of inceased need fo oute discovey, but if the numbe of paths is high, the netwok powe consumption is inceased because of an inceased numbe of oute eply packets. This becomes moe ponounced with inceasing mobility and geate souce-destination sepaation. We show that, in most cases, the total netwok powe consumption is minimized when the moving souce node has six well distibuted neighbou nodes. REFERENCES Shun Liu and Jian Liu. Delay-awae multipath souce outing potocol to poviding QoS suppot fo wieless ad hoc netwoks. In Poc. of Communication Technology Confeence, IEEE, pages , Asis Nasipui, Robet Castaneda, and Sami R. Das. Pefomance of multipath outing fo on-demand potocols in mobile ad hoc netwoks. Mobile Netwoks and Applications, 6(4): , August Smail Oma, Mekkakia Zoulikha, and Benad Cousin. Enegy efficiency in ad hoc wieless netwoks with node-disjoint path outing. In Poc. of Systems, Signal Pocessing and thei Applications Confeence, IEEE, pages , Pete P. Pham and Sylvie Peeau. Pefomance analysis of eactive shotest path and multi-path outing mechanism with load balance. In Poc. of INFOCOM 2003 Confeence, IEEE, volume 1, pages , Sameea Podui, Sundeep Pattem, Bhaska Kishnamachai, and Gauav S. Sukhatme. Using local geomety fo tunable topology contol in senso netwoks. IEEE Tansactions on Mobile Computing, 8(2): , Febuay Majan Radi, Behnam Dezfouli, Kamalulnizam Abu Baka, and Maley Lee. Multipath outing in wieless senso netwoks: Suvey and eseach challenges. Sensos, (12): , Fahimeh Rookhosh, Abolfazl Tooghi Haghighat, and Saeed Nickmanesh. Disjoint categoies in low delay and on-demand multipath dynamic souce outing adhoc netwoks. In Poc. of Distibuted Famewok and Applications Confeence, pages , Aistotelis Tsiigos and Zygmunt J. Haas. Analysis of multipath outing-pat I: the effect on the packet delivey atio. IEEE Tansactions on Wieless Communications, 3(1): , Januay 2004a. Aistotelis Tsiigos and Zygmunt J. Haas. Analysis of multipath outing, pat 2: mitigation of the effects 5

6 Numbe of Paths and Neighbous Effect on Multipath Routing in Mobile Ad Hoc Netwoks Jeew Blackmoe of fequently changing netwok topologies. IEEE Tansactions on Wieless Communications, 3(2): , Mach 2004b. Binod Vaidya, Dong-You Choi, Jong-An Pak, and Seung Jo Han. Multipath outing scheme fo wieless multihop netwok. In Poc. of ICCSA (2) Confeence, pages , Jie Wu and Fei Dai. Mobility-sensitive topology contol in mobile ad hoc netwoks. IEEE Tansactions on Paallel and Distibuted Systems, 17(6): , June Haseeb Zafa, David Hale, Ivan Andonovic, and Mahmood Ashaf. Patial-disjoint multipath outing fo wieless ad-hoc netwoks. In Poc. of Local Compute Netwoks (LCN 2007) Confeence, IEEE, pages ,

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

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

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

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

Dynamic Topology Control to Reduce Interference in MANETs

Dynamic Topology Control to Reduce Interference in MANETs Dynamic Topology Contol to Reduce Intefeence in MANETs Hwee Xian TAN 1,2 and Winston K. G. SEAH 2,1 {stuhxt, winston}@i2.a-sta.edu.sg 1 Depatment of Compute Science, School of Computing, National Univesity

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

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

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

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

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

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

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

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

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

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

= dv 3V (r + a 1) 3 r 3 f(r) = 1. = ( (r + r 2

= dv 3V (r + a 1) 3 r 3 f(r) = 1. = ( (r + r 2 Random Waypoint Model in n-dimensional Space Esa Hyytiä and Joma Vitamo Netwoking Laboatoy, Helsinki Univesity of Technology, Finland Abstact The andom waypoint model (RWP) is one of the most widely used

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

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

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

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

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

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

MapReduce Optimizations and Algorithms 2015 Professor Sasu Tarkoma

MapReduce Optimizations and Algorithms 2015 Professor Sasu Tarkoma apreduce Optimizations and Algoithms 2015 Pofesso Sasu Takoma www.cs.helsinki.fi Optimizations Reduce tasks cannot stat befoe the whole map phase is complete Thus single slow machine can slow down the

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

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

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

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

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

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

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

Gravitational Shift for Beginners

Gravitational Shift for Beginners Gavitational Shift fo Beginnes This pape, which I wote in 26, fomulates the equations fo gavitational shifts fom the elativistic famewok of special elativity. Fist I deive the fomulas fo the gavitational

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

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

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

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

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

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

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

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

Positioning of a robot based on binocular vision for hand / foot fusion Long Han

Positioning of a robot based on binocular vision for hand / foot fusion Long Han 2nd Intenational Confeence on Advances in Mechanical Engineeing and Industial Infomatics (AMEII 26) Positioning of a obot based on binocula vision fo hand / foot fusion Long Han Compute Science and Technology,

More information

A Caching Algorithm using Evolutionary Game Theory in a File-Sharing System

A Caching Algorithm using Evolutionary Game Theory in a File-Sharing System A Caching Algoithm using Evolutionay Game Theoy in a File-Shaing System Masahio Sasabe Cybemedia Cente Osaka Univesity 1-32 Machikaneyama-cho, Toyonaka-shi Osaka 56-43, Japan m-sasabe@cmc.osaka-u.ac.jp

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

Multi-azimuth Prestack Time Migration for General Anisotropic, Weakly Heterogeneous Media - Field Data Examples

Multi-azimuth Prestack Time Migration for General Anisotropic, Weakly Heterogeneous Media - Field Data Examples Multi-azimuth Pestack Time Migation fo Geneal Anisotopic, Weakly Heteogeneous Media - Field Data Examples S. Beaumont* (EOST/PGS) & W. Söllne (PGS) SUMMARY Multi-azimuth data acquisition has shown benefits

More information

Color Correction Using 3D Multiview Geometry

Color Correction Using 3D Multiview Geometry Colo Coection Using 3D Multiview Geomety Dong-Won Shin and Yo-Sung Ho Gwangju Institute of Science and Technology (GIST) 13 Cheomdan-gwagio, Buk-ku, Gwangju 500-71, Republic of Koea ABSTRACT Recently,

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

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

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

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

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

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

Efficient protection of many-to-one. communications

Efficient protection of many-to-one. communications Efficient potection of many-to-one communications Miklós Molná, Alexande Guitton, Benad Cousin, and Raymond Maie Iisa, Campus de Beaulieu, 35 042 Rennes Cedex, Fance Abstact. The dependability of a netwok

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

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

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

Conservation Law of Centrifugal Force and Mechanism of Energy Transfer Caused in Turbomachinery

Conservation Law of Centrifugal Force and Mechanism of Energy Transfer Caused in Turbomachinery Poceedings of the 4th WSEAS Intenational Confeence on luid Mechanics and Aeodynamics, Elounda, Geece, August 1-3, 006 (pp337-34) Consevation Law of Centifugal oce and Mechanism of Enegy Tansfe Caused in

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

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

Monte Carlo Techniques for Rendering

Monte Carlo Techniques for Rendering Monte Calo Techniques fo Rendeing CS 517 Fall 2002 Compute Science Conell Univesity Announcements No ectue on Thusday Instead, attend Steven Gotle, Havad Upson Hall B17, 4:15-5:15 (efeshments ealie) Geomety

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

An Energy-Efficient Approach for Provenance Transmission in Wireless Sensor Networks

An Energy-Efficient Approach for Provenance Transmission in Wireless Sensor Networks An Enegy-Efficient Appoach fo Povenance Tansmission in Wieless Senso Netwoks S. M. Iftekhaul Alam Pudue Univesity alams@pudue.edu Sonia Fahmy Pudue Univesity fahmy@cs.pudue.edu Abstact Assessing the tustwothiness

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

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

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

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

DEADLOCK AVOIDANCE IN BATCH PROCESSES. M. Tittus K. Åkesson

DEADLOCK AVOIDANCE IN BATCH PROCESSES. M. Tittus K. Åkesson DEADLOCK AVOIDANCE IN BATCH PROCESSES M. Tittus K. Åkesson Univesity College Boås, Sweden, e-mail: Michael.Tittus@hb.se Chalmes Univesity of Technology, Gothenbug, Sweden, e-mail: ka@s2.chalmes.se Abstact:

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

OPTIMAL KINEMATIC SYNTHESIS OF CRANK & SLOTTED LEVER QUICK RETURN MECHANISM FOR SPECIFIC STROKE & TIME RATIO

OPTIMAL KINEMATIC SYNTHESIS OF CRANK & SLOTTED LEVER QUICK RETURN MECHANISM FOR SPECIFIC STROKE & TIME RATIO OPTIMAL KINEMATIC SYNTHESIS OF CRANK & SLOTTED LEVER QUICK RETURN MECHANISM FOR SPECIFIC STROKE & TIME RATIO Zeeshan A. Shaikh 1 and T.Y. Badguja 2 1,2 Depatment of Mechanical Engineeing, Late G. N. Sapkal

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

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

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

A New and Efficient 2D Collision Detection Method Based on Contact Theory Xiaolong CHENG, Jun XIAO a, Ying WANG, Qinghai MIAO, Jian XUE

A New and Efficient 2D Collision Detection Method Based on Contact Theory Xiaolong CHENG, Jun XIAO a, Ying WANG, Qinghai MIAO, Jian XUE 5th Intenational Confeence on Advanced Mateials and Compute Science (ICAMCS 2016) A New and Efficient 2D Collision Detection Method Based on Contact Theoy Xiaolong CHENG, Jun XIAO a, Ying WANG, Qinghai

More information

Delay-Optimized File Retrieval under LT-Based Cloud Storage

Delay-Optimized File Retrieval under LT-Based Cloud Storage infomation: DOI 10.1109/TCC.015.404, IEEE Tansactions on Cloud Computing IEEE TRANSACTIONS ON CLOUD COMPUTING 1 Delay-Optimized File Retieval unde LT-Based Cloud Stoage Haifeng Lu,Chuan Heng Foh, Senio

More information

Conversion Functions for Symmetric Key Ciphers

Conversion Functions for Symmetric Key Ciphers Jounal of Infomation Assuance and Secuity 2 (2006) 41 50 Convesion Functions fo Symmetic Key Ciphes Deba L. Cook and Angelos D. Keomytis Depatment of Compute Science Columbia Univesity, mail code 0401

More information

Input Layer f = 2 f = 0 f = f = 3 1,16 1,1 1,2 1,3 2, ,2 3,3 3,16. f = 1. f = Output Layer

Input Layer f = 2 f = 0 f = f = 3 1,16 1,1 1,2 1,3 2, ,2 3,3 3,16. f = 1. f = Output Layer Using the Gow-And-Pune Netwok to Solve Poblems of Lage Dimensionality B.J. Biedis and T.D. Gedeon School of Compute Science & Engineeing The Univesity of New South Wales Sydney NSW 2052 AUSTRALIA bbiedis@cse.unsw.edu.au

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 effective hop-by-hop Interest shaping mechanism for CCN communications

An effective hop-by-hop Interest shaping mechanism for CCN communications An effective hop-by-hop Inteest shaping mechanism fo CCN communications Natalya Rozhnova, Sege Fdida To cite this vesion: Natalya Rozhnova, Sege Fdida. An effective hop-by-hop Inteest shaping mechanism

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

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

1.3 Multiplexing, Time-Switching, Point-to-Point versus Buses

1.3 Multiplexing, Time-Switching, Point-to-Point versus Buses http://achvlsi.ics.foth.g/~kateveni/534 1.3 Multiplexing, Time-Switching, Point-to-Point vesus Buses n R m Aggegation (multiplexing) Distibution (demultiplexing) Simplest Netwoking, like simplest pogamming:

More information

Generalized Grey Target Decision Method Based on Decision Makers Indifference Attribute Value Preferences

Generalized Grey Target Decision Method Based on Decision Makers Indifference Attribute Value Preferences Ameican Jounal of ata ining and Knowledge iscovey 27; 2(4): 2-8 http://www.sciencepublishinggoup.com//admkd doi:.648/.admkd.2724.2 Genealized Gey Taget ecision ethod Based on ecision akes Indiffeence Attibute

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

Dynamic Multiple Parity (DMP) Disk Array for Serial Transaction Processing

Dynamic Multiple Parity (DMP) Disk Array for Serial Transaction Processing IEEE TRANSACTIONS ON COMPUTERS, VOL. 50, NO. 9, SEPTEMBER 200 949 Dynamic Multiple Paity (DMP) Disk Aay fo Seial Tansaction Pocessing K.H. Yeung, Membe, IEEE, and T.S. Yum, Senio Membe, IEEE AbstactÐThe

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

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 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

Coded Distributed Computing

Coded Distributed Computing Coded Distibuted Computing Salman Avestimeh USC joint wok with Songze Li (USC), Qian Yu (USC), and Mohammad Maddah-Ali (Bell-Labs) Asiloma Confeence Nov. 2016 Infastuctues fo (Big) Data Analytics How to

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

A Minutiae-based Fingerprint Matching Algorithm Using Phase Correlation

A Minutiae-based Fingerprint Matching Algorithm Using Phase Correlation A Minutiae-based Fingepint Matching Algoithm Using Phase Coelation Autho Chen, Weiping, Gao, Yongsheng Published 2007 Confeence Title Digital Image Computing: Techniques and Applications DOI https://doi.og/10.1109/dicta.2007.4426801

More information

Modeling Spatially Correlated Data in Sensor Networks

Modeling Spatially Correlated Data in Sensor Networks Modeling Spatially Coelated Data in Senso Netwoks Apoova Jindal and Konstantinos Psounis Univesity of Southen Califonia The physical phenomena monitoed by senso netwoks, e.g. foest tempeatue, wate contamination,

More information

Secure Collaboration in Mediator-Free Environments

Secure Collaboration in Mediator-Free Environments Secue Collaboation in Mediato-Fee Envionments Mohamed Shehab School of Electical and Compute Engineeing Pudue Univesity West Lafayette, IN, USA shehab@pudueedu Elisa Betino Depatment of Compute Sciences

More information

On Error Estimation in Runge-Kutta Methods

On Error Estimation in Runge-Kutta Methods Leonado Jounal of Sciences ISSN 1583-0233 Issue 18, Januay-June 2011 p. 1-10 On Eo Estimation in Runge-Kutta Methods Ochoche ABRAHAM 1,*, Gbolahan BOLARIN 2 1 Depatment of Infomation Technology, 2 Depatment

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

Data mining based automated reverse engineering and defect discovery

Data mining based automated reverse engineering and defect discovery Data mining based automated evese engineeing and defect discovey James F. Smith III, ThanhVu H. Nguyen Naval Reseach Laboatoy, Code 5741, Washington, D.C., 20375-5000 ABSTRACT A data mining based pocedue

More information

A ROI Focusing Mechanism for Digital Cameras

A ROI Focusing Mechanism for Digital Cameras A ROI Focusing Mechanism fo Digital Cameas Chu-Hui Lee, Meng-Feng Lin, Chun-Ming Huang, and Chun-Wei Hsu Abstact With the development and application of digital technologies, the digital camea is moe popula

More information

Extract Object Boundaries in Noisy Images using Level Set. Final Report

Extract Object Boundaries in Noisy Images using Level Set. Final Report Extact Object Boundaies in Noisy Images using Level Set by: Quming Zhou Final Repot Submitted to Pofesso Bian Evans EE381K Multidimensional Digital Signal Pocessing May 10, 003 Abstact Finding object contous

More information

4.2. Co-terminal and Related Angles. Investigate

4.2. Co-terminal and Related Angles. Investigate .2 Co-teminal and Related Angles Tigonometic atios can be used to model quantities such as

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

Analysis of uniform illumination system with imperfect Lambertian LEDs

Analysis of uniform illumination system with imperfect Lambertian LEDs Optica Applicata, Vol. XLI, No. 3, 2011 Analysis of unifom illumination system with impefect Lambetian LEDs JIAJIE TAN 1, 2, KECHENG YANG 1*, MIN XIA 1, YING YANG 1 1 Wuhan National Laboatoy fo Optoelectonics,

More information

COMPARISON OF CHIRP SCALING AND WAVENUMBER DOMAIN ALGORITHMS FOR AIRBORNE LOW FREQUENCY SAR DATA PROCESSING

COMPARISON OF CHIRP SCALING AND WAVENUMBER DOMAIN ALGORITHMS FOR AIRBORNE LOW FREQUENCY SAR DATA PROCESSING COMPARISON OF CHIRP SCALING AND WAVENUMBER DOMAIN ALGORITHMS FOR AIRBORNE LOW FREQUENCY SAR DATA PROCESSING A. Potsis a, A. Reigbe b, E. Alivisatos a, A. Moeia c,and N. Uzunoglu a a National Technical

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