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

Size: px
Start display at page:

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

Transcription

1 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), Deemed Univesity, Secto-2, Chandigah-6002 (India) D. Tilok Chand Asei S. Lectue, Depatment of Compute Science & ngineeing, Punjab ngineeing College (PC), Deemed Univesity, Secto-2, Chandigah-6002 (India) ABSTRACT A new outing potocol called Scalable negy fficient Ad-hoc on Demand Distance Vecto (S-AODV) having good scalable popeties and enegy efficient than existing Ad hoc on Demand Distance (AODV) outing potocol in wieless mesh netwoks has been poposed in this pape. Wieless mesh netwoks (WMNs) consist of mesh outes and mesh clients, whee mesh outes have minimal mobility and fom the backbone of WMNs. They povide netwok access fo both mesh and conventional clients. Two techniques called Clusteing and Blocking-xpanding Ring Seach has been applied on existing AODV outing potocol to impove its scalability and enegy efficiency poblem. Results shows that, pefomance of S- AODV outing potocol is bette than existing AODV outing potocol in wieless mesh netwoks. To show the efficiency of ou poposed outing potocol, simulations have been done by using Netwok Simulato-2 (NS-2). Keywods: Wieless mesh netwoks, Ad-hoc netwok, Routing, Distance vecto. INTRODUCTION Wieless mesh netwok (WMN) [] technologies have been actively eseached and developed as key solutions to impove the pefomance and sevices of wieless pesonal aea netwoks (WPANs), wieless local aea netwoks (WLANs) and wieless metopolitan aea netwoks (WMANs) fo a vaiety of applications, such as voice, data and video. Compaed with mobile ad hoc netwoks (MANTs), wieless senso netwoks (WSNs) and infastuctuebased mobile cellula netwoks, WMNs ae (i) quasistatic in netwok topology and achitectue (ii) not esouce constained at mesh outes and (iii) easy and flexible to deploy. These technological advantages ae especially appealing to the emeging maket equiements on futue wieless netwoks and sevices, such as flexible netwok achitectue, easy deployment and self-configuation, low installation and maintenance costs and inteopeable with the existing WPAN, WLAN and WMAN netwoks. Potential applications of WMNs include boadband home netwoking, community and neighbohood netwoking, entepise netwoking, building automation and so on. These wide anges of applications have diffeent technical equiements and challenges in the design and deployment of mesh netwoking achitectues, algoithms and potocols. The objective of this wok is to develop outing potocols fo Wieless Mesh Netwoks and to analyze thei pefomance by ealizing diffeent envionments. The analysis has been done theoetically and though simulations using NS-2 (Netwok Simulato-2). Objectives of the wok ae:-. To simulate the poposed outing potocol, Scalable negy fficient-ad-hoc on-demand Distance Vecto (S-AODV) fo wieless mesh netwoks. 2. valuation of outing potocols based on vaious paametes. 3. Compaison of poposed potocol with existing potocol. 2 RLATD WORK Wieless mesh netwoks has ecently gained a lot of populaity due to thei apid deployment and instant communication capabilities. These netwoks compise of somewhat static multi-adio Mesh Routes [2], which essentially povide connectivity Ubiquitous Computing and Communication Jounal

2 between the mobile single-adio Mesh Clients. Special outing potocols ae employed which facilitate outing between the Mesh Routes as well as between the Mesh Routes and the Mobile Clients. AODV is a well known outing potocol that can discove outes on-the-fly in a mobile envionment. Howeve, as the potocol was actually developed fo single-adio nodes, it fequently lacks the ability to exploit the potential offeed by the Mesh Routes. Thee ae hundeds of poposed outing potocols [3], many of them have been standadized by ITF and have been in use fo many yeas. Some of those potocols have poven themselves in the Intenet and ae expected to continue to pefom well fo many yeas to come. In the ad-hoc netwoking aena, seveal classes of outing potocols have been poposed and caefully analyzed. The WMN companies [4] ae using a vaiety of outing potocols to satisfy thei needs. Futhemoe poposed outing potocol takes advantage of the fixed nodes in WMNs. In this pape some enhancements ae done to impove the existing AODV potocol so that it woks well in wieless mesh netwoks having good scalability and enegy efficient. 3 SCALABL NRGY FFICINT AD- HOC ON DMAND DISTANC VCTOR ROUTING PROTOCOL (S-AODV) In this pape to develop S-AODV Routing Potocol two techniques called Clusteing and Blocking xpanding Ring Seach have been applied to impove the pefomance of existing AODV outing potocol in wieless mesh netwoks. The pefomance of wieless mesh netwoks is highly dependent on outing potocol. AODV is a popula outing potocol fo wieless netwoks. AODV is well suited fo wieless mesh netwoks in that it has low pocessing & memoy ovehead and low netwok utilization. Additionally AODV povides loop feedom fo all outes though the use of sequence numbes. 3. Design Goals The design goal of S-AODV outing potocol is to impove the scaling potential of AODV and to make it enegy efficient. The main featue of AODV- Clusteing includes:- (i) Gadualness The potocol fist woks on AODV method, then gadually changes to a clusteing oute potocol. Thee ae seveal consideations about it: Fist, thee is cental contol node in mesh netwok; second, using this method can also allow AODV nodes coexisting with AODV-Clusteing nodes; thid, it can educe the ovehead caused by fequently changing of cluste. (ii) Coexist with AODV AODV is a widely accepted outing potocol. Thee ae seveal implemented vesion of AODV epoted. One of the impotant pinciples in designing AODV-Clusteing is the coexistence with AODV; it means nodes which implement AODV potocol can wok collaboatively with nodes that implement poposed potocol in the same netwok. To achieve this, keep all AODV oute contol packets and add some new contol packets as needed. In fact AODV-Clusteing let all nodes that haven t joined a cluste woks on AODV method. (iii) Route Discovey Mechanism In AODV-Clusteing, thee ae two oute discovey mechanisms fo the nodes which join the cluste. One is Blocking-RS, it can incease the efficiency of the oute discovey; the othe is taditional RRQ flooding oute discovey mechanism which extends fom AODV. Nomally Blocking-RS is used fist, if a suitable oute can t be found befoe timeout, then taditional oute discovey mechanism is used. (iv) Local Route Repai To educe the numbe of lost data packets, when the oute boke due to mobility, AODV-Clusteing let the node upsteam of the beak link pefom a local epai instead of issuing the RRR. If the local epai is successful, a RRP will be etuned eithe by the destination o by a node with a valid oute to the destination. In the event that a RRP is not etuned, the local epai is not successful and a RRR message is sent to the souce node. 3.2 AODV-Clusteing Routing Scheme (i) Route Discovey At the beginning the status of all nodes is unassigned. Souce node boadcast [5] RRQ message to find a oute, destination node o intemediate node that has fesh oute to destination eply with RRP message to souce. On the way which RRP pass by, one o seveal nodes ae selected as cluste head (CH) using a defined ule. CH node will boadcast CH message to its neighbous, the neighbou nodes which eceive this boadcast will act diffeently accoding to its oles. (a) Fo node whose status is unassigned, it will issue a Join Cluste Request to the boadcasting CH and can become an odinay cluste membe afte eceiving the acknowledgment fom this CH. In AODV-Clusteing, CH node can each all his membes by one hop, so the potocol s achitectue is one level hieachy. (b) Fo node which is an odinay cluste membe, it will judge if the boadcast message sende is its oiginal CH, if yes, no action needed; else, send Join Cluste Request to the CH and become gateway node afte eceiving acknowledgement fom it. Being a gateway, it will send Gateway Message to all CH nodes which it connect diectly, let them put its addess in thei Gateway Table. Ubiquitous Computing and Communication Jounal 2

3 (c) Fo node which is a gateway, it will check its Gateway Node Table whethe thee is an enty fo this boadcasting CH node, if yes, no action needed; else, send Join Cluste Request to it and put its addess into Gateway Node Table afte eceiving acknowledgement fom it. Gateway nodes have two tables, one is Gateway Node Table which contains cluste head addess which it connect diectly, anothe is Joint Gateway Table, which contains addess of the CH nodes which can be eached by 2 hops and also the nodes which help to each these CHs which ae called Joint Gateway. (ii) Route Maintenance AODV-Clusteing extends many featues fom AODV fo oute maintenance, fo example, use hello message to confim the existence of neighbous, use RRR message to infom the nodes affected by the link beakage. In addition to it, AODV-Clusteing adds some cluste elated maintenance opeations such as joining cluste, leaving cluste and changing its status. (a) Joining Cluste The nodes whose status is unassigned will join the cluste afte eceiving the CH Boadcasting Message. To educe ovehead, no peiodic CH Boadcasting is used. Instead, a on demand method is used fo new nodes to join cluste: when the node whose status is unassigned boadcast RRQ to its neighbous, a specific mak is set in RRQ, the mak will infom neighbouing CHs to let him join the cluste. Using this way, unassigned node that newly comes will have a chance to join the neaby cluste when it has data to send. (b) Leaving Cluste If the odinay cluste membe finds its CH node uneachable, it will change its status to unassigned. This means the node leaving the cluste. CH node should change its status to unassigned when it has no cluste membes. (c) Changing Cluste In AODV-Clusteing, the change of cluste is not occued immediately. When the node leave the cluste, its status become unassigned, it woks on AODV method until new CH node appea neaby and it has a chance to join the cluste. 3.3 Route Discovey Appoaches in Wieless Mesh Netwoks In Wieless mesh netwoks, nodes coopeating fo delivey of a successful packet fom a communication channel consisting of a souce, a destination and possibly a numbe of intemediate nodes with fixed base station. In this pape some inefficient elements have been found in well known eactive potocols AODV and popose a new appoach fo eboadcasting in xpanding Ring Seach. This leads to the Blocking-RS scheme, as we call it, which demonstates impovement in enegy efficiency at the expense of oute discovey time in compaison to conventional oute seach method Blocking-RS An altenative RS scheme has been poposed to suppot eactive potocols such as DSR (Distance Souce Routing) and AODV and it is called Blocking xpanding Ring Seach. The Blocking-RS integates, instead of TTL sequences, a newly adopted contol packet, stop instuction and a hop numbe (H) to educe the enegy consumption duing oute discovey stage. The basic oute discovey stuctue of Blocking-RS is simila to that of conventional TTL sequence-based RS. One of the diffeences fom TTL sequence-based RS is that the Blocking-RS does not esume its oute seach pocedue fom the souce node evey time when a eboadcast is equied. The eboadcast can be initialized by any appopiate intemediate nodes. An intemediate node that pefoms a eboadcast on behalf of the souce node acts as a elay o an agent node. Fig. shows an example of Blocking RS appoach in which the eboadcasts ae initialized by and begins fom a elay node M in eboadcast ound 2 and anothe elay node N in ound 3 and so on. In Fig. the souce node boadcasts a RRQ including a hop numbe (H) with an initial value of. Suppose that a neighbou M eceives the RRQ with H= and the fist ing was made. If no oute node is found, that is, no node has the equested oute infomation to the destination node, the nodes in the fist ing eboadcast the RRQ with an inceased hop numbe, fo example RRQ with H=2 is eboadcast in this case The ing is expanded once again just like the nomal expanding ing seach in AODV except with an extended waiting time. The waiting time can be defined as Waiting Time = 2 Hop Numbe The nodes in Blocking-RS eceiving RRQs need to wait fo a peiod of 2H, i.e. 2 thei hopnumbe unit time befoe they decide to eboadcast, whee the unit time is the amount of time taken fo a packet to be deliveed fom one node to one-hop neighbouing node. Figue : Blocking-RS (A) negy Consumption Ubiquitous Computing and Communication Jounal 3

4 negy consumption duing the tansmission of RRQs can be saved by using the Blocking-RS scheme. Let the amount of enegy consumption on each node fo one boadcast is the same unit enegy consumption, denoted by Unitnegy. Assume that each action of boadcasting a RRP, RRQ o stop instuction consumes the same amount of Unitnegy. This can be easily shown by the diffeence of the enegy consumption between the conventional TTL sequence-based RS and the Blocking-RS scheme. (i) One oute case: - Fist conside only the enegy consumption along the oute fom the souce to the oute node. The enegy consumption fo the TTL based RS and fo the Blocking-RS can be descibed by the following fomula (q. () and q. (2)) espectively, whee H is the hop numbe of the oute node. H TTL RS + = H i( Unitnegy) () Blocking RS = 3H ( Unitnegy) (2) The diffeence of the amount of enegy consumption is moe visible fom Fig. 2 whee the amounts of enegy consumption by the two RS appoaches ae plotted against the numbe of ings. The Blocking-RS cuve is below the TTL based RS cuve afte ing 3. As it is clea fom Fig. 2, the diffeence of the amount of enegy consumption between these two mechanisms becomes lage as the distance inceases between the souce and the oute node. sending the stop instuction. Fo the conventional TTL based RS, the enegy consumption duing the oute discovey pocess includes that in two stages: (a) seaching fo the oute node and (b) etun RRP. The enegy consumed fo (b) etuning a RRP is H Unitnegy fo both outing schemes and H Unitnegy is consumed fo the Blocking-RS stage (c) sending the stop instuction. In the stage of (a) seaching fo the oute node, the enegy consumption is diffeent fo the two methods. ach ing contains diffeent numbe of nodes that eboadcast to fom the next ing. Let n i be the numbe of nodes in ing i and the hop numbe of the oute node be H. In the Blocking-RS, the enegy consumed in each ing is as below: - Ring i negy Consumed 0 n H - n h- In the TTL based RS, the enegy consumed in each ing is as follows: - Ring i negy Consumed 0 + n H - + n + n n h- Theefoe, the total enegy consumption by the Blocking- RS is given by q. (3) Blocking RS H = 2( + ni ) + RRP ( Unitnegy) (3) Similaly, the total enegy consumption by the conventional TTL sequence based RS is given by q. (4) TTL RS H = H + n i i j= j + RRP ( Unitnegy ) (4) The diffeence between the TTl RS is given by q. (5) Blocking RS and Saved H = H 2 + (( n i j= j ) 2 ni )( Unitnegy) (5) Figue 2: Compaison of enegy consumption fo one oute (negy is measued in Joule, and Distance in numbe of hops) (ii) Geneal case: - Now conside the geneal case. Fo the Blocking-RS, the enegy consumption duing the oute discovey pocess can be consideed as the total enegy consumption in thee stages: (a) seaching fo the oute node (b) etun RRP and (c) Clealy, when n i =, fo i =,, H. The above fomulas epesent the enegy consumption fo a single oute. This indicates that the enegy consumption saving achieved by the Blocking-RS fo a single oute is the minimum amount of enegy saving. (B) Time Delay Conside the time delay fo the oute discovey peiod, duing which fom the RRQ is boadcasted fo the fist time, tansmitted fom the souce node to the oute node possibly via flooding. That is the total Ubiquitous Computing and Communication Jounal 4

5 time taken fom when the souce node boadcasts the fist RRQ fo the fist time until afte a Route Node is found and the souce node eceive the RRP fom the Route Node. Let the UnitTime be the one-hop tansmission time, which is the time taken fo a RRQ fom a boadcasting node to one of its neighbou nodes. In case of TTL sequence based RS suppose H = 3, that is the oute node is 3 hops distant fom the souce node. The total time includes the time when TTL =, 2 and 3. The final TTL numbe equals to the hop numbe of the oute node. This gives the following fomula of total time delay fo the TTL sequence-based RS (q. 6): - T TTL RS = H 2 i( UnitTime) (6) Now conside the time delay in the Blocking- RS. The total time includes the time fo thee stages: (a) seaching fo the oute node, (b) etuning the RRP and (c) boadcasting the stop instuction. Fo stage (a), the time consists of the time to fo boadcasting and the waiting time. The boadcasting time fo hop distance is UnitTime. The waiting time depends on the hop numbe of the node. The oute node is 3 hops distant fom the souce node. ach node needs to wait fo 2H befoe eboadcasting. At ing, the node waits fo 2 = 2 UnitTime, and at ing 2, the node waits fo 2 2 = 4 UnitTime, and at ing 3, the node waits fo 2 3 = 6, so the total waiting time fo the (a) stage of seaching fo the oute node is = 2, and the total time fo stage (a) is 2+H = 2+3 = 5. The time fo stage (b) and (c) ae H and this gives 2H = 2 3 = 6. Theefoe, the total time fo the oute discovey and flooding contol is = 2 UnitTime. Mathematical fomula is pesented below, whee H epesents the hop numbe of a oute node. T Blocking RS = 3H + H i( UnitTime) (7) Compae this to the TTL sequence based RS as given in q. (8): - T TTL RS = 2 H (8) It is clea that the diffeence between the two is 3 H thee times of the hop seial numbe of the oute node, depending only on the distance between the souce node to the Route node. The time delay in both appoaches is compaed in Fig. 3 As illustated the Blocking-RS takes slightly moe time than the conventional TTL sequence-based RS fo the oute discovey pocess. 4 PRFORMANC VALUATION 2 i( UnitTime) To evaluate the pefomance of S-AODV outing potocol (AODV-Clusteing with Blocking- RS technique), the simulation is done by using NS- 2 [6]. The pefomance of S-AODV outing potocol is evaluated by compaing it with existing AODV outing potocol in the same conditions. Thee is evaluation of thee pefomance metics: - (i) Packet Delivey Faction: - This is the faction of the data packets geneated by the souces that ae deliveed successfully to the destination. This evaluates the ability of the potocol to discove outes. (ii) Routing Load: - This is a atio of contol packet ovehead to data packet ovehead, measued by the numbe of oute contol packets sent pe data packet. The tansmission at each hop along the oute was counted as one tansmission in the calculation. (iii) Aveage Route Acquisition Latency: - This is the aveage delay between the sending of a oute equest packet by a souce fo discoveing a oute to a destination and the eceipt of the fist coesponding oute eply. If thee is a fesh oute aleady, 0 was used fo calculating the latency. Figue 3: Compaison of the time delay (Time is measued in millisec, and Distance in numbe of hops) The fomula of the time delay in the Blocking- RS is given by q. (7): - Figue 4: AODV, S-AODV packet delivey Ubiquitous Computing and Communication Jounal 5

6 faction As shown in Fig. 4 the packet delivey faction obtained using S-AODV is almost identical to that obtained using AODV when node numbes ae small. Howeve, when thee ae lage numbes of nodes (i.e., moe than 200), S-AODV pefomed bette. This suggests that S-AODV is highly effective in discoveing and maintaining outes fo delivey of data packets. Figue 5: AODV, S-AODV Routing Load Fig. 5 shows the outing load compaison of these two potocols. Routing load is measued by numbes of oute contol packets sent pe data packets. Fo AODV, oute contol packets include RRQ, RRP, RRR and Hello messages, fo S- AODV cluste elated messages such as CH Boadcast Message, Join Cluste Request, Join Cluste ACK, and Gateway message ae also included. It is clea fom Fig. 5, outing load of S- AODV was significantly lowe than AODV when thee ae lage numbes of nodes in netwok. So S-AODV became a hieachical potocol gadually, hieachical outing geatly inceases the scalability of outing in wieless netwoks by inceasing the obustness of outes. pefomed bette than AODV in moe stessful situations (i.e. lage numbe of nodes, moe load), this is geatly contibuted to the Blocking-RS technique of AODV-Clusteing and eduction of the RRQ flooding. 5 CONCLUSION AND FUTUR WORK In this pape Scalable negy fficient AODV (S-AODV) outing potocol has been intoduced to solve the scalability poblem of AODV by applying Clusteing and to make it enegy efficient by using Blocking-RS techniques in wieless mesh netwoks. The pefomance is studied by simulations based on NS-2. The esult shows, that S-AODV potocol achieves bette scalability than existing AODV while keeping the meits of it. The analysis demonstates a substantial impovement in enegy consumption that can be achieved by the Blocking- RS at a magin cost of slightly longe time. Thee ae some limitations still in S-AODouting potocol, such as duing discovey of a oute the technique used in this potocol slightly takes moe time than existing conventional one, so it need futhe study to impove this dawback. 6 RFRNCS [] K. N. Ramachandan: On the Design and Implementation of Infastuctue Mesh Netwoks, I Wksp. Wieless Mesh Netwoks, Calcutta, pp (Sept 2005). [2] R. Daves, J. Padhye, and B. Zill: Routing in Multi-Radio, Multi-Hop Wieless Mesh Netwoks, Mobile Communication, pp (Sept 2004). [3] R. Daves, J. Padhye, and B. Zill: Compaison of outing metics fo static multi-hop wieless netwoks, Poc. of SIGCOMM 04, (Potland, OR), pp (Aug 2004). [4] I. F. Akyildiz and X. Wang: A Suvey on Wieless Mesh Netwoks, I Commun. Mag., vol. 43, no. 9, pp. S23 S30 (Sept 2005). [5] V. Li, H. S. Pak, and H. Oh: A Cluste-Label- Based Mechanism fo Backbone on Mobile Ad Hoc Netwoks, The 4th Wied/Wieless Intenet Communications (WWIC 2006), pp (May 2006). [6] Figue 6: AODV, S-AODV Aveage Route Acquisition Latency Fig. 6 shows the Aveage Route Acquisition Latency of the two potocols. S- AODV Ubiquitous Computing and Communication Jounal 6

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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 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

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

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

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

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 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

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

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

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

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

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

Exploring non-typical memcache architectures for decreased latency and distributed network usage.

Exploring non-typical memcache architectures for decreased latency and distributed network usage. Syacuse Univesity SURFACE Electical Engineeing and Compute Science Technical Repots College of Engineeing and Compute Science 9-5-20 Exploing non-typical memcache achitectues fo deceased latency and distibuted

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

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

The EigenRumor Algorithm for Ranking Blogs

The EigenRumor Algorithm for Ranking Blogs he EigenRumo Algoithm fo Ranking Blogs Ko Fujimua N Cybe Solutions Laboatoies N Copoation akafumi Inoue N Cybe Solutions Laboatoies N Copoation Masayuki Sugisaki N Resonant Inc. ABSRAC he advent of easy

More information

SYSTEM LEVEL REUSE METRICS FOR OBJECT ORIENTED SOFTWARE : AN ALTERNATIVE APPROACH

SYSTEM LEVEL REUSE METRICS FOR OBJECT ORIENTED SOFTWARE : AN ALTERNATIVE APPROACH I J C A 7(), 202 pp. 49-53 SYSTEM LEVEL REUSE METRICS FOR OBJECT ORIENTED SOFTWARE : AN ALTERNATIVE APPROACH Sushil Goel and 2 Rajesh Vema Associate Pofesso, Depatment of Compute Science, Dyal Singh College,

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

Effective Missing Data Prediction for Collaborative Filtering

Effective Missing Data Prediction for Collaborative Filtering Effective Missing Data Pediction fo Collaboative Filteing Hao Ma, Iwin King and Michael R. Lyu Dept. of Compute Science and Engineeing The Chinese Univesity of Hong Kong Shatin, N.T., Hong Kong { hma,

More information

MULTI-AGENT SYSTEM FOR NETWORK ATTACK DETECTION

MULTI-AGENT SYSTEM FOR NETWORK ATTACK DETECTION Intenational Jounal of Civil Engineeing and Technology (IJCIET) Volume 9, Issue 6, June 2018, pp. 279 286, Aticle ID: IJCIET_09_06_032 Available online at http://www.iaeme.com/ijciet/issues.asp?jtype=ijciet&vtype=9&itype=6

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

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

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

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

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

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

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

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

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

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

Time-Constrained Big Data Transfer for SDN-Enabled Smart City

Time-Constrained Big Data Transfer for SDN-Enabled Smart City Emeging Tends, Issues, and Challenges in Big Data and Its Implementation towad Futue Smat Cities Time-Constained Big Data Tansfe fo SDN-Enabled Smat City Yuanguo Bi, Chuan Lin, Haibo Zhou, Peng Yang, Xuemin

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

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

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

High performance CUDA based CNN image processor

High performance CUDA based CNN image processor High pefomance UDA based NN image pocesso GEORGE VALENTIN STOIA, RADU DOGARU, ELENA RISTINA STOIA Depatment of Applied Electonics and Infomation Engineeing Univesity Politehnica of Buchaest -3, Iuliu Maniu

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

Frequency Domain Approach for Face Recognition Using Optical Vanderlugt Filters

Frequency Domain Approach for Face Recognition Using Optical Vanderlugt Filters Optics and Photonics Jounal, 016, 6, 94-100 Published Online August 016 in SciRes. http://www.scip.og/jounal/opj http://dx.doi.og/10.436/opj.016.68b016 Fequency Domain Appoach fo Face Recognition Using

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

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

P-SEP: a prolong stable election routing algorithm for energy-limited heterogeneous fog-supported wireless sensor networks

P-SEP: a prolong stable election routing algorithm for energy-limited heterogeneous fog-supported wireless sensor networks J Supecomput (217) 73:733 755 DOI 1.17/s11227-16-1785-9 P-: a polong stable election outing algoithm fo enegy-limited heteogeneous fog-suppoted wieless senso netwoks Paola G. Vinueza Naanjo 1 Mohammad

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

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

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

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

And Ph.D. Candidate of Computer Science, University of Putra Malaysia 2 Faculty of Computer Science and Information Technology,

And Ph.D. Candidate of Computer Science, University of Putra Malaysia 2 Faculty of Computer Science and Information Technology, (IJCSIS) Intenational Jounal of Compute Science and Infomation Secuity, Efficient Candidacy Reduction Fo Fequent Patten Mining M.H Nadimi-Shahaki 1, Nowati Mustapha 2, Md Nasi B Sulaiman 2, Ali B Mamat

More information

Optimal Adaptive Learning for Image Retrieval

Optimal Adaptive Learning for Image Retrieval Optimal Adaptive Leaning fo Image Retieval ao Wang Dept of Compute Sci and ech singhua Univesity Beijing 00084, P. R. China Wangtao7@63.net Yong Rui Micosoft Reseach One Micosoft Way Redmond, WA 9805,

More information

TCBAC: An Access Control Model for Remote Calibration System

TCBAC: An Access Control Model for Remote Calibration System JOURNAL OF SOFTWARE, VOL. 8, NO., DECEMBER 03 339 TCBAC: An Access Contol Model fo Remote Calibation System Zhuokui Wu School of Mechanical & Automotive Engineeing, South China Univesity 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

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

XFVHDL: A Tool for the Synthesis of Fuzzy Logic Controllers

XFVHDL: A Tool for the Synthesis of Fuzzy Logic Controllers XFVHDL: A Tool fo the Synthesis of Fuzzy Logic Contolles E. Lago, C. J. Jiménez, D. R. López, S. Sánchez-Solano and A. Baiga Instituto de Micoelectónica de Sevilla. Cento Nacional de Micoelectónica, Edificio

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

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

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

An Extension to the Local Binary Patterns for Image Retrieval

An Extension to the Local Binary Patterns for Image Retrieval , pp.81-85 http://x.oi.og/10.14257/astl.2014.45.16 An Extension to the Local Binay Pattens fo Image Retieval Zhize Wu, Yu Xia, Shouhong Wan School of Compute Science an Technology, Univesity of Science

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

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

UCB CS61C : Machine Structures

UCB CS61C : Machine Structures inst.eecs.bekeley.edu/~cs61c UCB CS61C : Machine Stuctues Lectue SOE Dan Gacia Lectue 28 CPU Design : Pipelining to Impove Pefomance 2010-04-05 Stanfod Reseaches have invented a monitoing technique called

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

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

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

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

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

FINITE ELEMENT MODEL UPDATING OF AN EXPERIMENTAL VEHICLE MODEL USING MEASURED MODAL CHARACTERISTICS

FINITE ELEMENT MODEL UPDATING OF AN EXPERIMENTAL VEHICLE MODEL USING MEASURED MODAL CHARACTERISTICS COMPDYN 009 ECCOMAS Thematic Confeence on Computational Methods in Stuctual Dynamics and Eathquake Engineeing M. Papadakakis, N.D. Lagaos, M. Fagiadakis (eds.) Rhodes, Geece, 4 June 009 FINITE ELEMENT

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

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

On the throughput-cost tradeoff of multi-tiered optical network architectures

On the throughput-cost tradeoff of multi-tiered optical network architectures 1 On the thoughput-cost tadeoff of multi-tieed optical netwok achitectues Guy Weichenbeg, Vincent W. S. Chan, and Muiel Médad Laboatoy fo Infomation and Decision Systems Massachusetts Institute of Technology

More information

COLOR EDGE DETECTION IN RGB USING JOINTLY EUCLIDEAN DISTANCE AND VECTOR ANGLE

COLOR EDGE DETECTION IN RGB USING JOINTLY EUCLIDEAN DISTANCE AND VECTOR ANGLE COLOR EDGE DETECTION IN RGB USING JOINTLY EUCLIDEAN DISTANCE AND VECTOR ANGLE Slawo Wesolkowski Systems Design Engineeing Univesity of Wateloo Wateloo (Ont.), Canada, NL 3G s.wesolkowski@ieee.og Ed Jenigan

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