Pervasive Internet Access by Vehicles through Satellite Receive-only Terminals

Size: px
Start display at page:

Download "Pervasive Internet Access by Vehicles through Satellite Receive-only Terminals"

Transcription

1 Pervasive Inerne Access by Vehicles hrough Saellie Receive-only Terminals Baber Aslam, Ping Wang and Cliff C. Zou School of Elecrical Engineering and Compuer Science Universiy of Cenral Florida Orlando, FL, USA {ababer, pwang, Absrac Ubiquious Inerne conneciviy is very imporan in presen environmen. A lo of research has been done o exend Inerne conneciviy o vehicular ad hoc neworks (VANETs). The bigges challenge o achieve his goal is he requiremen of pervasive fully neworked roadside infrasrucure. This requiremen is difficul o achieve especially during he iniial deploymen phase of vehicular neworks and also in areas wih scarce roadside infrasrucure (such as along highways and in rural areas). This makes soluions ha are solely dependen on roadside infrasrucure impracicable o be implemened. Oher soluions using cellular neworks or symmeric saellie communicaion are eiher expensive or do no provide sufficien bandwidh. Furher saellie communicaion suffers heavy losses in urban area and makes is use difficul in vehicular neworks. We presen a soluion ha complemens he exising ones wihou requiring a fully neworked roadside infrasrucure. The soluion uses saellie receive-only erminals and very few (widely spaced) roadside unis o provide pervasive Inerne conneciviy. The soluion is cos effecive, incremenal and pracical. I can suppor TCP connecion even when he uplink is inerruped for long duraions of ime. We presen several differen design opions wih varying degrees of error handling capabiliies and differen overheads and delays, which can be used according o he given environmen. Keywords VANET; asymmeric saellie; Inerne; low peneraion; iniial deploymen; Land mobile saellie communicaion I. INTRODUCTION Communicaion and especially he conneciviy o he Inerne is he basic requiremen of mos modern producive environmens. We spend a considerable ime raveling from one poin o anoher via vehicles; his ime can be more producive if we are conneced o he Inerne. A lo of research has been done o bring he Inerne o vehicles. To his end, hree main approaches have been adoped: Inerne hrough roadside infrasrucure alone or hrough roadside infrasrucure using vehicle o vehicle (V2V) communicaion [1-5], Inerne hrough cellular nework [1, 6, 7] and Inerne hrough saellie (symmeric/asymmeric) [8, 9]. However, all hree approaches have some challenges o deal wih. The Inerne access hrough roadside infrasrucure requires pervasive roadside unis (RSUs) o achieve conneciviy, since This work was suppored by NSF Cyber Trus Gran CNS and Inel Research Fund. he ypical radial range of an RSU is 250m so we need an RSU every 400 o 500m. Furher, hese RSUs mus all be conneced o he Inerne. Also, he insallaion, connecion and mainenance of hese RSUs will be quie expensive, and i may no be possible o achieve he desired conneciviy, especially during he iniial days of VANET deploymen and along highways or in rural areas. The Inerne access hrough cellular neworks, besides having smaller bandwidh, has more cos per bi of daa as compared o oher means. The cellular neworks are designed considering saisical calling properies and hese are quie differen from he Inerne usage paerns. Furher, he cellular neworks are symmeric and do no ake advanage of Inerne raffic s asymmeric propery. Therefore, he cellular neworks may no be able o handle huge volumes of daa especially when he enire vehicle populaion in a cell area ries o access he Inerne. In addiion o hese issues, when a vehicle crosses inernaional boundary, he service providers and heir carrier frequencies will ofen change, which makes user equipmen more expensive and complex. Muliple service providers also mean muliple gaeways and billing/licensing issues. The Inerne access hrough symmeric saellie requires vehicles o be equipped wih saellie ransceiver, which adds o he cos of user equipmen. Saellie channel suffers heavily from losses; hese losses inroduce errors in he communicaion and require some error correcion mechanisms. These losses are much more pronounced in urban areas where he areas are congesed wih buildings and oher manmade objecs. Therefore Inerne access hrough saellie is paricularly no an economical soluion for urban areas. The Inerne and also some of he possible VANET applicaions exhibi asymmeric naure of raffic, in his downlink raffic is many orders of magniude as compared o he uplink raffic [10]. This asymmery is likely o increase wih ime as more and more conen is becoming mulimedia in naure. Saellie as downlink coupled wih erresrial lowbandwidh reurn channel (such as dial-up) o provide Inerne o home users especially in rural areas has been used successfully for quie someime [11, 12]. Therefore, we use asymmeric saellie communicaion (downlink only). The use of saellie o provide conneciviy in rural areas also seems logical since here will be less losses and hence low errors in rural areas (or along highways). The uplink is via roadside /09/$ IEEE

2 infrasrucure using vehicle o infrasrucure (V2I) communicaion or V2V in conjuncion wih V2I communicaion. However, he limied number of RSUs makes he radiional asymmeric saellie soluions impracicable. The challenge in VANET is he inermien availabiliy of erresrial reurn channel wih possible long disrupion periods especially during he iniial days of VANET deploymen. In his paper we presen a soluion ha complemens he exising ones and provides Inerne conneciviy during he iniial deploymen phase of he vehicular neworks and also in areas wih very scarce roadside infrasrucure (such as along highways and in rural areas). The soluion uses saellie receive-only erminals and very few (widely spaced) RSUs. The use of saellie receive-only erminals helps in keeping he user cos low. I can suppor TCP connecion even when he uplink is inerruped for long duraions of ime. We presen a number of opions wih varying degrees of error handling capabiliies and recommend heir usage according o he environmen. Laer on when addiional RSUs are insalled hen he soluion improves is performance by making more use of RSUs and also by reducion of iner-rsu disance. The soluion is cos effecive, incremenal and pracical. A lo of research o address challenges of Inerne (especially TCP performance) over delay oleran neworks (DTN)/saellie neworks has been carried ou. In order o avoid he repeiions, we will, in his paper, no focus on lower level deails of wha paricular Inerne proocol o be used; raher, we will idenify he desired characerisics of he proocol and any already defined proocol (or combinaions of hese) can be used for he proposed soluion. The paper is organized in 5 secions. Secion II discusses relaed research work in he field. Secion III explains imporan characerisics of saellie communicaion and mobile saellie communicaion model. Secion IV discusses he proposed sysem design and is various opions along wih he recommended usage. And in he end, secion V presens conclusion and fuure work. II. RELATED WORK The soluions presened so far for provision of Inerne o vehicles can be broadly divided ino hree caegories; firs, he soluions relying on roadside infrasrucure or vehicle o vehicle communicaion, second, he soluions relying in some way on cellular neworks and hird, he soluions making use of saellie links. We will refer some of he imporan research papers in hese caegories. A number of researches such as FleeNe, Drive-hru Inerne, ec exensively rely on road side infrasrucure and/or vehicle o vehicle communicaion o provide Inerne conneciviy o vehicles [1, 2, 4]. The basic requiremen for hese soluions is availabiliy of pervasive roadside infrasrucure and/or a large number of smar vehicles. Boh hese assumpions are no realisic during he iniial deploymen sage, furher use of vehicle o vehicle communicaion has many securiy issues, such as privacy, confidenialiy, denial of service ec. Soluions based on exising WiFi neworks face similar problems [5]. A number of soluions incorporae cellular neworks o provide Inerne o he vehicles [1, 6, 7]. Cellular neworks are mosly used as backbone; a replacemen o roadside infrasrucure. Cellular neworks hough pervasive have several disadvanages, such as, expensive o buil/mainain, higher cos per bi of daa, low daa raes (especially a vehicular speed), heerogeneous echnologies (WAP, GPRS, EDGE, HSDPA, ec [13]), billing/licensing issues among differen service providers, higher roaming raes, large and variable laency, cenral swiching/resource managemen, difficul o scale, occasional blackous, ec [3, 4, 14-16]. Use of saellie channel for provision of Inerne o erresrial (saic) and mobile users has been an ineresing opic of research. Mos of he researches in his area are relaed o performance-sudies or enhancemens of Inerne proocols over symmeric/asymmeric saellie channels wih saionary nodes [11, 12, 17, 18]. There are also quie a few researches dealing wih he mobile nodes bu mos of hese sudy Inerne proocol performance/enhancemens [8, 9]. Furher hese consider symmeric saellie channel i.e., boh uplink and downlink communicaion akes place via saellie. Symmeric communicaion requires expensive ransceiver a he mobile nodes and i does no ake advanage of he asymmeric naure of Inerne communicaion. In his paper we are using saellie downlink communicaion only and he nodes are mobile nodes. Our work comes closer o [19], where asymmeric saellie communicaion has been used for provision of Inerne o he mobile nodes. In [19] he saellie is only used for downlink and uplink is via cellular nework. The sysem design requires he mobile node o be equipped wih boh he saellie and cellular inerfaces. The design suffers from he disadvanages of using cellular nework (described above). Also, he design does no incorporae any roadside infrasrucure, which when available could provide much higher daa raes a lower coss. Furher his also implies ha he design will no be very successful in urban areas since saellie communicaion is no very reliable in urban areas (connecion/fade raio can be 33.3/66.6 in higher densiy ciies like New York [20]). Our sysem design differs in a number of ways from he researches presened above. Firs, we use saellie communicaion for downlink only hus reducing complexiy of user erminals and operaing coss. We use roadside infrasrucure for uplink communicaion and do no need any cellular ransceivers or saellie ransmiers a nodes. This eases compaibiliy wih oher vehicular nework archiecures. The design works wih very small number of RSUs and is especially suied for iniial deploymen sages. We presen a number of opions wih varying degrees of error handling capabiliies and recommend heir suiabiliy for differen environmens. III. SATELLITE CHANNEL A. Channel Characerisics The saellie channel is characerized by long delays, high fading/aenuaion o signal, one way, high bandwidh and inorder packe delivery. As he signal ravels from saellie o an earh saion (or a mobile node) i undergoes a variey of

3 impairmens or losses. I can be safely assumed ha he exising saellie link akes care of all such losses, excep amospheric aenuaion (due o rain, ice, ec) and mobile channel losses (mulipah fading and signal shadowing). These are closely relaed o he environmen of he recipien [21, 27]. B. Channel Model The mos commonly used land mobile saellie channel (LMSC) model is a wo-sae Markov chain based channel model, which has been represened by a digial wo-sae Gilber-Ellio model [21]. In his paper we will use his wosae channel model. I is a wo-sae ON/OFF model. In ON (1) sae he communicaion is error free afer applying exising saellie communicaion channel coding; he sae mainly covers line of sigh (LOS) region. In OFF (0) sae communicaion errors are beyond he exising channel correcion capabiliy and reliable communicaion is no possible, he sae mainly covers non line of sigh (NLOS)/shadowed/deep-fade regions [22]. Transiion probabiliies of his model depend on he environmen (mean duraion of ON/OFF sae), vehicle speed and ransmission (bi) rae [22]. The model excludes fading evens wih shor duraions, so he sae ransiions can be assumed o ake place a cell boundaries, where a cell corresponds o a daa segmen. The average sojourn ime in each sae mainly depends on he environmen in which he vehicle/node is moving. C. Saellie Communicaion The saellie downlink communicaion makes use of exising error correcion echniques on each ransmied segmen. I is assumed ha he exising error correcion echniques applied are sufficien o provide error free communicaion in he absence of deep fading and shadowing [22]. To furher reduce he effecs of segmen loss due o deep fading and shadowing, ime diversiy is applied [23]. I can be achieved by iner-user or inra-user segmen inerleaving or boh (Fig. 1). This helps in spreading he error among differen users or differen sessions, and by employing error correcion echniques a higher layer he chances of recovery are improved. The inerleaving removes he impac of consecuive losses and herefore we can assume ha consecuive daa segmens of a session/user are independen of each oher. In he res of he paper (especially in figures) he segmens considered/shown adjacen o each oher are consecuive segmens of a session and are no necessarily ransmied consecuively unless described/shown oherwise. IV. PROPOSED ARCHITECTURE In his paper our focus is on provision/exension of Inerne o vehicular neworks in rural areas and along he highways especially during he iniial deploymen sages. The working environmen is characerized by a very small number of RSUs ha are widely inerspaced. These RSUs may be co-locaed wih isolaed populaed areas along he highways and are conneced o he Inerne. The environmen does no exhibi high shadow losses. A. Assumpions Our sysem design is based on a few simple assumpions. Firs, vehicles are equipped wih GPS, can record heir locaion a precise ime and can provide direcion of ravel informaion o he RSU. Second, vehicles can receive he saellie broadcas. And hird, RSUs have he digial map of he area and are aware of he locaions of adjacen RSUs. B. Basic Idea A vehicle connecs o a nearby RSU and requess some Inerne daa. The reques will include locaion, speed and direcion of ravel of he vehicle. This informaion will help an RSU o calculae possible connecion ime lef and possible nex RSU. If sufficien connecion ime is lef hen he reques may be serviced hrough he same RSU. When he vehicle exis he coverage of curren RSU, furher responses o he vehicle s earlier reques will be sen o he nex RSU in he direcion of ravel. If he wo RSUs are locaed a a reasonable disance, which is likely in urban environmen, he nex RSU will coninue o deliver he conen o he vehicle when he vehicle comes wihin is coverage area (RSU-based region in Fig. 2). If he nex RSU is no wihin a reasonable disance (especially in rural environmen where he RSUs will be widely spaced) hen saellie downlink channel will be used for delivery of conen (saellie downlink-only region in Fig. 2). We will mosly address he saellie downlink opion in his paper. Consecuive segmens of one User (U 1, F 1, P 1 ) Acual segmen ransmission sequence in ime (U 1, F 1, P 1 ) (U 1, F 1, P 2 ) (U 1, F 1, P n ) (U 1, F 2, P 1 ) (U 1, F 2, P n ) (U 1, F n, P n ) (U 2, F 1, P 1 ) (U n, F 1, P 1 ) (U 1, F 1, P 2 ) Where (U a, F b, P c ) is segmen # c of session # b for user 'a (U n, F 1, P n ) (U n, F n, P n ) Figure 1. Iner and Inra user segmen inerleaving o achieve ime diversiy. While a vehicle ravels beween wo RSUs in he saellie downlink-only region, i canno send acknowledgemens. In order o keep TCP connecion alive and avoid unnecessary reransmissions, adapive TCP imeou and delayed ACK will be used [25, 26]. TCP imeous will be calculaed/prediced depending on he locaion of he nex RSU and will be used accordingly. The downlink has large delays so in order o avoid unnecessary reransmissions selecive acknowledgemen will be used. Modified TCP is only employed beween he proxy and mobile hos so no modificaions are required in proocols running on exising Inerne. The use of UDP is much simpler han TCP and will no require any modificaions. The flow of raffic beween differen eniies is oulined below (refer o Fig. 2): The mobile node auhenicaes wih he proxy hrough an RSU and is issued wih an IP address; his IP address will uniquely idenify he mobile node as long as i remains wihin he boundary of he proxy. The mobile node sends a reques o he RSU. The RSU acs as a rouer and forwards he reques o he proxy. The proxy esablishes a connecion o Server on behalf

4 .. Saellie Nework VANET INTERNET of he mobile node and ges/caches all he conen (based on iniial reques of he mobile node). The proxy esablishes a connecion wih he mobile node on behalf of Server and sends he conen via an RSU. When he mobile node moves ou of he range of an RSU and he direc connecion wih RSU imes ou (Fig. 2, saellie downlink-only region); he RSU informs he proxy abou expeced ime of nex ACK from he mobile node. The ime period depends on he speed and locaion of he nex RSU along he ravel direcion of he mobile node. The proxy sars sending furher conen via saellie. I keeps on sending wihou waiing for ACK from he node ill he ime period expires. The mobile node keeps on receiving daa via saellie ill i reaches he nex RSU (Fig. 2, end of saellie downlink-only region). The mobile node sends ACK for he received daa or NACK for segmens los due o errors. The proxy updaes he mobile node s new posiion and acs according o ACK/NACK. The process is repeaed ill all he requesed conen is delivered o he mobile node. SERVER Wireless Wired INTERNET PROXY RSU-based region SATELLITE GATEWAY UPLINK Saellie downlink-only region Figure 2. Proposed design in conex of higher level vehicular nework archiecure. 1) Baseline Archiecure: A vehicle sends a reques o is nearby RSU (Fig. 3, R 1 ), which in urn forwards he reques o he proxy server. The proxy server ges he response/daa from he server and forwards i o he saellie gaeway. The proxy server splis he end-o-end connecion beween he vehicle and server [24]. I mainains wo separae connecions, one wih he server on behalf of he vehicle and he oher wih he vehicle. The session wih vehicle will be asymmeric, ha is, he down link will be hrough saellie and reurn will be hrough RSUs. No modificaions are required on he server side nor on he saellie downlink NAK (4, 5, 13, 14, 15) Zone 1 Zone 2 R 1 R 2 Figure 3. Baseline archiecure, delivery of conen akes place hrough saellie while he mobile node is raveling beween R 1 and R 2. The mobile node sends NAK for he los segmens when reaching R 2, where R 2 akes charge and resends hese los segmens o he mobile node. The connecion beween he proxy and he vehicle will employ TCP enhancemens/modificaions such as Adapive imeou, delayed ACK, and selecive ACK/NAK [25, 26]. The adapive imeou caers for he ime during which he vehicle canno send ACKs, ha is while raveling beween he RSUs (Fig. 3, beween R 1 and R 2 ). When a reques is received by he proxy, i forwards he reques o he original server in a separae connecion. I also calculaes he imeous and delays (for delayed ACK) expeced based on he disance beween adjacen RSUs (Fig. 3, beween R 1 and R 2 ), he vehicle speed and is direcion of ravel. The proxy server receives all he daa, which maybe a large file, from he server and also keeps he connecion alive for furher requess from he vehicle (his will be necessary if he ransacion has o be compleed afer receiving some response from he vehicle during is connecion wih he nex RSU). The proxy server hen forwards he daa o he vehicle hrough he saellie gaeway and wais for he ACK/NAK. Because of high bandwidh-delay produc (he delay of he saellie communicaion and also beween sending he daa and receiving ACK due o separaion of RSUs), i may be necessary ha all daa segmens are sen before waiing for an ACK/NAK from he vehicle. If some of he received frames have been los (Fig. 3, segmens 4, 5, 13, 14 and 15) hen he vehicle sends selecive ACK/NAK on is nex conac wih roadside infrasrucure (Fig. 3, R 2 ). These ACK/NAK segmens are forwarded o he proxy server, which reransmis he los segmens hrough saellie/rsu. 2) Repeaed Transmissions: A mehod o address segmen losses is by repeaing he complee ransmission in cyclic manner for a fixed number of imes. This opion adds maximum daa redundancy. Alhough his is no an efficien uilizaion of he bandwidh available and we will have low informaion per bi ransmied, his approach can miigae he effecs of channel impairmens. Especially during he iniial VANET deploymen sages when no many of smar vehicles will be on roads, a given saellie channel will be shared by a limied number of vehicles and each vehicle will have sufficien share of saellie bandwidh, which can be used for repeaed ransmissions. Also, during he iniial sages here will be fewer number of RSUs which means larger disances

5 : : beween RSUs and more ime o service a given reques. This available ime can be uilized for he redundancy. This scheme suffers from long delays because in wors case a vehicle migh have o wai for a complee cycle of reransmission o recover he los daa segmen. I has high delay bu is a suiable scheme when we are experiencing high error rae ha canno be correced by oher schemes. Fig. 4 shows a vehicle driving beween wo widely spaced RSUs. The daa is being sen hrough saellie which comprises of segmens numbered 1 o 8. The vehicle fails o receive segmens 4 and 5 during he firs ransmission cycle since i was passing hrough error zone 1 during heir ransmissions. The vehicle recovers he los segmens from he second ransmission cycle and is successful in receiving all eigh segmens before reaching he nex RSU, where i acknowledges he receip of all he segmens ACK (8) R 1 Zone 1 Zone 2 R 2 fac ha he speed of vehicles has generally less variaions in highway environmen also helps in minimizing he esimaion error. However, an error margin can be added on boh sides of probable error locaion o caer for variaions in driving speeds. The RSU wih which he vehicle was las auhenicaed/associaed (Fig. 5, R 1 ) lisens for he segmens which were sen during he error zone period and sends NAK o he proxy for reransmission of hese segmens. Take Fig. 5 as an example. A vehicle sends a reques o RSU R 1, which forwards he reques o he proxy server and daa is sen o he vehicle via saellie. The RSU R 1 calculaes approximae imes ({ 0-1 } and { 2-3 }) when he vehicle will be passing hrough error zones. I hen moniors he saellie ransmissions desined o his vehicle. I records he segmen numbers sen by saellie when he vehicle passes hrough hese error zones (segmens {4, 5}, {11, 12, 13}) and sends NAK o he proxy server for hese segmens (segmens NAK {4, 5}, NAK {11, 12, 13}). When receiving hese NAKs, The proxy server reransmis he los segmens hrough saellie. When he vehicle reaches he nex RSU, i sends NAK if i sill could no receive all he segmens. These NAK locaions are hen used by previous RSU o modify is error zone informaion. I is imporan o noe ha here is no way for he iniial RSU o know if an earlier repored error zone has disappeared or no. There may be a siuaion (e.g. heavy rain) when mos of he locaions are marked as error zones. To address his possible siuaion i is necessary from ime o ime o rese he error zones o zero. Figure 4. Repeaed ransmission, whole daa se is repeaed several imes. Daa segmen(s) los can be recovered from laer repeaed ransmissions. 3) Locaion Predicion and Avoidance: The saellie mobile channel suffers mosly from shadowing and fading. These errors are srongly correlaed o he environmen. Vehicles raveling along a paricular highway are expeced o experience channel impairmens a approximaely he same locaions (refered as error zones ). If he locaion of hese error zones can be regisered and he segmens ha were sen o a vehicle while i was passing hrough hese error zones can be deermined, hen hese segmens may be reransmied o he vehicle wihou waiing for an ACK/NAK from he vehicle. This will improve he performance since he vehicle does no need o wai for he nex RSU, which may be quie far off, o recover from he error. The locaion of error zones can be deermined if a vehicle also includes locaion informaion wih NAK, which is he locaion where segmen loss was experienced. This locaion informaion is used o predic he possible locaion of segmen losses for fuure vehicles raveling along he same pah. For example in Fig. 3 he vehicle experiences loss of segmens 4 and 5 in error zone 1 and can repor {NAK (4,5), Zone 1} o RSU-R 2. (Also loss of segmens 13, 14 and 15 in error zone 2 can be repored as {NAK (13,14,15), Zone 2}). The ime period during which he vehicle was raveling hrough a regisered error zone can be esimaed from he vehicle s speed and is iniial ime-locaion informaion. The : NAK (4, 5) : NAK (11, 12, 13) ACK (15) R 1 Zone 1 Zone 2 R 2 Figure 5. locaion predicion and avoidance. The sysem predics he segmens which may have been los on he bases of previous daa and proacively reransmis hese segmens. C. Comparison of Opions The opions presened in preceding secions offer differen levels of error olerance a he cos of overheads and delays. One mus balance he performance (error olerance) vs. cos (overheads and delays) in selecing a paricular soluion; also, some opions may be more suied o a paricular environmen han he oher environmens. The baseline archiecure uses simple ACK/NAK for flow conrol and error correcion. This scheme has no overhead bu successful compleion of communicaion may be delayed ill he vehicle reaches he nex RSU. This archiecure is suiable where RSUs are no very widely dispersed. locaion predicion and avoidance uses proacive reransmission of prediced los segmens. This scheme has low overheads and low delays. This scheme is especially useful where saellie mobile channel losses are reasonably localized in cerain areas. Repeaed Transmission is he mos robus scheme, i is especially useful where longer

6 duraions of Bad sae is experienced, bu a he cos of having high overhead and medium delays. A summary of he opions wih recommended usage is also presened in Table I. TABLE I. RECOMMENDED USAGE OF DIFFERENT OPTIONS Opion Overhead Delay Recommended Usage Baseline None High Where RSUs are no very widely spaced Repeaed Transmission High Medium Where Bad sae duraion is longer han FEC can olerae Locaion Low Low Where Bad sae Predicion and Avoidance environmens are relaively sable over a relaively long period of ime V. CONCLUSION AND FUTURE WORK We have presened a viable soluion for provision of he Inerne access o he vehicular neworks, especially during he iniial deploymen phase of vehicular neworks and also in areas wih very scarce roadside infrasrucure (such as along highways and in rural areas). The soluion is pracical and economical since i only uses saellie receive-only erminals and very few (widely spaced) RSUs. We have also presened a number of error handling opions which can be employed according o he operaing environmens. The efficiency of he soluion can be furher enhanced by using V2V communicaion in a variey of ways. For example, caching and laer relaying he daa for oher vehicles (ha migh no have been able o receive i due o error zone), relaying NAK o previous RSU (via vehicles raveling in opposie direcion), using V2V communicaion as he reverse channel o send all he selecive ACKs and NAKs, ec. The soluion is bes suied for reques-response ype of applicaions, where a small reques is followed by a large response daa (such as file ransfer, mulimedia download, ec). The soluion does no provide coninuous conneciviy so ineracive or coninuous conneciviy demanding applicaions, such as IP elephony canno be suppored. Also, he soluion is no inended o suppor securiy based applicaions ha are ime criical and require large daa flow from vehicles; however, non-ime criical or broadcas naure of securiy applicaions are suppored, for example, disseminaion of cerificae revocaion liss (or oher securiy alers) hrough saellies. REFERENCES [1] M Bechler, WJ Franz, and L Wolf, Mobile inerne access in FleeNe, 13h Fachagung Kommunikaion in vereilen Sysemen, Leipzig, April [2] Franz, W. and Harensein, H. and Bochow, B., Inerne on he road via iner-vehicle communicaions, in GI/OCG Annual Conference: Workshop on Mobile Communicaions over Wireless LAN: Research and Applicaions, Vienna, Sep [3] J. O, and D. Kuscher, Drive-hru Inerne: IEEE b for auomobile users, in IEEE Infocom Conf., [4] Y. Yang, M. Marina, and R. Bagrodia, Evaluaion of mulihop relaying for robus vehicular Inerne zccess, in MObile Neworking for Vehicular Environmens (MOVE), [5] V. Bychkovsky, B. Hull, A. Miu, H. Balakrishnan, and Samuel Madden, A measuremen sudy of vehicular inerne access using in siu Wi-Fi neworks, in 12h annual inl. conf. on Mobile compuing and neworking, Los Angeles, USA, Sep [6] R. A. Wya-Millingon, R Sheriff, Y. F. Hu, P. Conforo, and G. Losquadro, The SUITED projec: a muli-segmen sysem for broadband access o Inerne services, in IEE Broadband Saellie Conf., London, England, [7] J. Sana, R. T. Moreo, and A. F. G. Skarmea, A novel vehicle communicaion paradigm based on cellular neworks for improving he safey in roads, in In. J. Inelligen Informaion and Daabase Sysems, Vol. 2, No. 2, pp , [8] D.G. Oh, P. Kim, Y.J. Song, I.J. Jeon, and H.-J. Lee, Design consideraions of saellie-based vehicular broadband neworks, in IEEE Wireless Comm., vol. 12, Oc 2005, pp [9] J. L. Mineweaser, J. S. Sadler, S. Tsao and M. Flanagan, Improving TCP/IP performance for he land mobile saellie channel, in IEEE Miliary Comm. Conf., [10] T. T. Kwan, R. E. McGrah, D. A. Reed, User access paerns o NCSA''s World Wide Web server, Universiy of Illinois a Urbana- Champaign, Champaign, IL, [11] G. Fairhurs, N.K.G. Samaraweera, M. Sooriyabanadara, H. Harun, K. Hodson, and R. Donadio, Performance issues in asymmeric TCP service provision using broadband saellie, in IEE Comm, Vol 148 No 2, April [12] I. Minei and R. Cohen, High-speed Inernal access hrough unidirecional geosaionary saellie channels, in IEEE JSAC, vol. 17, no. 2, pp , Feb [13] J. Guiérrez. Seleced readings on elecommunicaions and neworking, Idea Group Inc (IGI), [14] J. Luo and J.-P. Hubaux, A survey of research in iner-vehicle communicaions, in Securing Curren and Fuure Auomoive IT Applicaions, pp , Springer-Verlag, [15] R. Chakravory, A. Clark and I. Pra, GPRSWeb: opimizing he web for GPRS Links, in ACM/USENIX MobiSys, San Francisco, May [16] M. C. Chan and R. Ramjee, TCP/IP performance over 3G wireless links wih rae and delay variaion, in ACM Mobicom, Sep [17] G. Giambene and D. Miorandi, A simulaion sudy of scalable TCP and highspeed TCP in geosaionary saellie neworks, in J. Telecomm sysems, Vol 30, No 4, pp , Dec [18] P. Papadimiriou, and V. Tsaoussidis, On TCP performance over asymmeric saellie links wih real-ime consrains, in Jour. Compuer Comm., Vol 30 No 7, pp , May [19] G. Giambene and M. Marandola, Inerne access in hybrid erresrial and saellie mobile communicaion sysems, in IEEE VTC, [20] T. A. Gillespie, Modeling he ransformaional communicaions sysem urban land mobile saellie channel, 2007, Sorming Media, hp:// [21] E. Luz, M. Werner, and A. Jahn, Saellie sysems for personal and broadband communicaions, Berlin, Germany: Springer-Verlag, [22] S. Scalise,H. Erns, and G. Harles, Measuremen and modeling of he land mobile saellie channel a Ku-band, in IEEE Trans. Veh. Tech., Vol 57, No 2, pp , March [23] C. Marin, A. Geurz, and B. Oersen, Saisical analysis and opimal design for efficien mobile saellie broadcas wih diversiy, in IEEE Trans. on Veh. Tech., Vol 57, No 2, pp , March [24] J. Border, M. Kojo, J. Griner, G. Monenegro, and Z. Shelby, RFC 3135: Performance enhancing proxies inended o miigae link-relaed degradaions, IETF RFC 3135, June [25] M. Mahis, J. Mahdavi, S. Floyd, and A. Romanow, TCP selecive acknowledgemen opions, IETF RFC 2018, Ocober [26] L. Egger and F. Gon, TCP user imeou opion, sandards rack (drafief-cpm-cp-uo-11), January 22, 2009.

Multiprocessor Systems-on-Chips

Multiprocessor Systems-on-Chips Par of: Muliprocessor Sysems-on-Chips Edied by: Ahmed Amine Jerraya and Wayne Wolf Morgan Kaufmann Publishers, 2005 2 Modeling Shared Resources Conex swiching implies overhead. On a processing elemen,

More information

Automatic measurement and detection of GSM interferences

Automatic measurement and detection of GSM interferences Auomaic measuremen and deecion of GSM inerferences Poor speech qualiy and dropped calls in GSM neworks may be caused by inerferences as a resul of high raffic load. The radio nework analyzers from Rohde

More information

Trends in TCP/IP Retransmissions and Resets

Trends in TCP/IP Retransmissions and Resets Trends in TCP/IP Reransmissions and Reses Absrac Concordia Chen, Mrunal Mangrulkar, Naomi Ramos, and Mahaswea Sarkar {cychen, mkulkarn, msarkar,naramos}@cs.ucsd.edu As he Inerne grows larger, measuring

More information

TSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999

TSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999 TSG-RAN Working Group 1 (Radio Layer 1) meeing #3 Nynashamn, Sweden 22 nd 26 h March 1999 RAN TSGW1#3(99)196 Agenda Iem: 9.1 Source: Tile: Documen for: Moorola Macro-diversiy for he PRACH Discussion/Decision

More information

Chapter 8: Regression with Lagged Explanatory Variables

Chapter 8: Regression with Lagged Explanatory Variables Chaper 8: Regression wih Lagged Explanaory Variables Time series daa: Y for =1,..,T End goal: Regression model relaing a dependen variable o explanaory variables. Wih ime series new issues arise: 1. One

More information

Task is a schedulable entity, i.e., a thread

Task is a schedulable entity, i.e., a thread Real-Time Scheduling Sysem Model Task is a schedulable eniy, i.e., a hread Time consrains of periodic ask T: - s: saring poin - e: processing ime of T - d: deadline of T - p: period of T Periodic ask T

More information

Mobile and Ubiquitous Compu3ng. Mul3plexing for wireless. George Roussos. g.roussos@dcs.bbk.ac.uk

Mobile and Ubiquitous Compu3ng. Mul3plexing for wireless. George Roussos. g.roussos@dcs.bbk.ac.uk Mobile and Ubiquious Compu3ng Mul3plexing for wireless George Roussos g.roussos@dcs.bbk.ac.uk Overview Sharing he wireless (mul3plexing) in space by frequency in 3me by code PuEng i all ogeher: cellular

More information

Chapter 1.6 Financial Management

Chapter 1.6 Financial Management Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

SELF-EVALUATION FOR VIDEO TRACKING SYSTEMS

SELF-EVALUATION FOR VIDEO TRACKING SYSTEMS SELF-EVALUATION FOR VIDEO TRACKING SYSTEMS Hao Wu and Qinfen Zheng Cenre for Auomaion Research Dep. of Elecrical and Compuer Engineering Universiy of Maryland, College Park, MD-20742 {wh2003, qinfen}@cfar.umd.edu

More information

Distributing Human Resources among Software Development Projects 1

Distributing Human Resources among Software Development Projects 1 Disribuing Human Resources among Sofware Developmen Proecs Macario Polo, María Dolores Maeos, Mario Piaini and rancisco Ruiz Summary This paper presens a mehod for esimaing he disribuion of human resources

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

More information

Packet-Oriented Communication Protocols for Smart Grid Services over Low-Speed PLC

Packet-Oriented Communication Protocols for Smart Grid Services over Low-Speed PLC Packe-Oriened Communicaion Proocols for Smar Grid Services over Low-Speed PLC Michael Bauer, Wolfgang Plapper, Chong Wang, Klaus Doser Insiue of Indusrial Informaion Technology Universiä Karlsruhe (TH)

More information

Model-Based Monitoring in Large-Scale Distributed Systems

Model-Based Monitoring in Large-Scale Distributed Systems Model-Based Monioring in Large-Scale Disribued Sysems Diploma Thesis Carsen Reimann Chemniz Universiy of Technology Faculy of Compuer Science Operaing Sysem Group Advisors: Prof. Dr. Winfried Kalfa Dr.

More information

Chapter 2 Problems. 3600s = 25m / s d = s t = 25m / s 0.5s = 12.5m. Δx = x(4) x(0) =12m 0m =12m

Chapter 2 Problems. 3600s = 25m / s d = s t = 25m / s 0.5s = 12.5m. Δx = x(4) x(0) =12m 0m =12m Chaper 2 Problems 2.1 During a hard sneeze, your eyes migh shu for 0.5s. If you are driving a car a 90km/h during such a sneeze, how far does he car move during ha ime s = 90km 1000m h 1km 1h 3600s = 25m

More information

Improvement of a TCP Incast Avoidance Method for Data Center Networks

Improvement of a TCP Incast Avoidance Method for Data Center Networks Improvemen of a Incas Avoidance Mehod for Daa Cener Neworks Kazuoshi Kajia, Shigeyuki Osada, Yukinobu Fukushima and Tokumi Yokohira The Graduae School of Naural Science and Technology, Okayama Universiy

More information

Caring for trees and your service

Caring for trees and your service Caring for rees and your service Line clearing helps preven ouages FPL is commied o delivering safe, reliable elecric service o our cusomers. Trees, especially palm rees, can inerfere wih power lines and

More information

Appendix D Flexibility Factor/Margin of Choice Desktop Research

Appendix D Flexibility Factor/Margin of Choice Desktop Research Appendix D Flexibiliy Facor/Margin of Choice Deskop Research Cheshire Eas Council Cheshire Eas Employmen Land Review Conens D1 Flexibiliy Facor/Margin of Choice Deskop Research 2 Final Ocober 2012 \\GLOBAL.ARUP.COM\EUROPE\MANCHESTER\JOBS\200000\223489-00\4

More information

Towards Intrusion Detection in Wireless Sensor Networks

Towards Intrusion Detection in Wireless Sensor Networks Towards Inrusion Deecion in Wireless Sensor Neworks Kroniris Ioannis, Tassos Dimiriou and Felix C. Freiling Ahens Informaion Technology, 19002 Peania, Ahens, Greece Email: {ikro,dim}@ai.edu.gr Deparmen

More information

Real-time Particle Filters

Real-time Particle Filters Real-ime Paricle Filers Cody Kwok Dieer Fox Marina Meilă Dep. of Compuer Science & Engineering, Dep. of Saisics Universiy of Washingon Seale, WA 9895 ckwok,fox @cs.washingon.edu, mmp@sa.washingon.edu Absrac

More information

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS RICHARD J. POVINELLI AND XIN FENG Deparmen of Elecrical and Compuer Engineering Marquee Universiy, P.O.

More information

Constant Data Length Retrieval for Video Servers with Variable Bit Rate Streams

Constant Data Length Retrieval for Video Servers with Variable Bit Rate Streams IEEE Inernaional Conference on Mulimedia Compuing & Sysems, June 17-3, 1996, in Hiroshima, Japan, p. 151-155 Consan Lengh Rerieval for Video Servers wih Variable Bi Rae Sreams Erns Biersack, Frédéric Thiesse,

More information

NASDAQ-100 Futures Index SM Methodology

NASDAQ-100 Futures Index SM Methodology NASDAQ-100 Fuures Index SM Mehodology Index Descripion The NASDAQ-100 Fuures Index (The Fuures Index ) is designed o rack he performance of a hypoheical porfolio holding he CME NASDAQ-100 E-mini Index

More information

The Application of Multi Shifts and Break Windows in Employees Scheduling

The Application of Multi Shifts and Break Windows in Employees Scheduling The Applicaion of Muli Shifs and Brea Windows in Employees Scheduling Evy Herowai Indusrial Engineering Deparmen, Universiy of Surabaya, Indonesia Absrac. One mehod for increasing company s performance

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

LEASING VERSUSBUYING

LEASING VERSUSBUYING LEASNG VERSUSBUYNG Conribued by James D. Blum and LeRoy D. Brooks Assisan Professors of Business Adminisraion Deparmen of Business Adminisraion Universiy of Delaware Newark, Delaware The auhors discuss

More information

Advanced Traffic Routing as Part of the USA Intelligent Telecommunications Network

Advanced Traffic Routing as Part of the USA Intelligent Telecommunications Network Advanced Traffic Rouing as Par of he USA Inelligen Telecommunicaions Nework Edmund P. GOULD Bell Communicaions Research 435 Souh Sree Morrisown, New Jersey 07960 The USA Telecommunicaions Nework is evolving

More information

Forecasting, Ordering and Stock- Holding for Erratic Demand

Forecasting, Ordering and Stock- Holding for Erratic Demand ISF 2002 23 rd o 26 h June 2002 Forecasing, Ordering and Sock- Holding for Erraic Demand Andrew Eaves Lancaser Universiy / Andalus Soluions Limied Inroducion Erraic and slow-moving demand Demand classificaion

More information

Spectrum-Aware Data Replication in Intermittently Connected Cognitive Radio Networks

Spectrum-Aware Data Replication in Intermittently Connected Cognitive Radio Networks Specrum-Aware Daa Replicaion in Inermienly Conneced Cogniive Radio Neworks Absrac The opening of under-uilized specrum creaes an opporuniy for unlicensed users o achieve subsanial performance improvemen

More information

The Complete VoIP Telecom Service Provider. Myth: SIP Trunks are Hard to Configure

The Complete VoIP Telecom Service Provider. Myth: SIP Trunks are Hard to Configure The Complee VoIP Telecom Service Provider Myh: SIP Trunks are Hard o Configure 1 Overview Wha are we rying o avoid? Inerne Access Choices InGae (SIParaor vs Firewall) Cusomer Nework PBX Seup Conclusion

More information

Individual Health Insurance April 30, 2008 Pages 167-170

Individual Health Insurance April 30, 2008 Pages 167-170 Individual Healh Insurance April 30, 2008 Pages 167-170 We have received feedback ha his secion of he e is confusing because some of he defined noaion is inconsisen wih comparable life insurance reserve

More information

Impact of scripless trading on business practices of Sub-brokers.

Impact of scripless trading on business practices of Sub-brokers. Impac of scripless rading on business pracices of Sub-brokers. For furher deails, please conac: Mr. T. Koshy Vice Presiden Naional Securiies Deposiory Ld. Tradeworld, 5 h Floor, Kamala Mills Compound,

More information

Single-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1

Single-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1 Absrac number: 05-0407 Single-machine Scheduling wih Periodic Mainenance and boh Preempive and Non-preempive jobs in Remanufacuring Sysem Liu Biyu hen Weida (School of Economics and Managemen Souheas Universiy

More information

Ecotopia: An Ecological Framework for Change Management in Distributed Systems

Ecotopia: An Ecological Framework for Change Management in Distributed Systems Ecoopia: An Ecological Framework for Change Managemen in Disribued Sysems Tudor Dumiraş 1, Daniela Roşu 2, Asi Dan 2, and Priya Narasimhan 1 1 ECE Deparmen, Carnegie Mellon Universiy, Pisburgh, PA 15213,

More information

Capacity Planning and Performance Benchmark Reference Guide v. 1.8

Capacity Planning and Performance Benchmark Reference Guide v. 1.8 Environmenal Sysems Research Insiue, Inc., 380 New York S., Redlands, CA 92373-8100 USA TEL 909-793-2853 FAX 909-307-3014 Capaciy Planning and Performance Benchmark Reference Guide v. 1.8 Prepared by:

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

Hedging with Forwards and Futures

Hedging with Forwards and Futures Hedging wih orwards and uures Hedging in mos cases is sraighforward. You plan o buy 10,000 barrels of oil in six monhs and you wish o eliminae he price risk. If you ake he buy-side of a forward/fuures

More information

Distributed Echo Cancellation in Multimedia Conferencing System

Distributed Echo Cancellation in Multimedia Conferencing System Disribued Echo Cancellaion in Mulimedia Conferencing Sysem Balan Sinniah 1, Sureswaran Ramadass 2 1 KDU College Sdn.Bhd, A Paramoun Corporaion Company, 32, Jalan Anson, 10400 Penang, Malaysia. sbalan@kdupg.edu.my

More information

A Resource Management Strategy to Support VoIP across Ad hoc IEEE 802.11 Networks

A Resource Management Strategy to Support VoIP across Ad hoc IEEE 802.11 Networks A Resource Managemen Sraegy o Suppor VoIP across Ad hoc IEEE 8.11 Neworks Janusz Romanik Radiocommunicaions Deparmen Miliary Communicaions Insiue Zegrze, Poland j.romanik@wil.waw.pl Pior Gajewski, Jacek

More information

The Grantor Retained Annuity Trust (GRAT)

The Grantor Retained Annuity Trust (GRAT) WEALTH ADVISORY Esae Planning Sraegies for closely-held, family businesses The Granor Reained Annuiy Trus (GRAT) An efficien wealh ransfer sraegy, paricularly in a low ineres rae environmen Family business

More information

OPERATION MANUAL. Indoor unit for air to water heat pump system and options EKHBRD011ABV1 EKHBRD014ABV1 EKHBRD016ABV1

OPERATION MANUAL. Indoor unit for air to water heat pump system and options EKHBRD011ABV1 EKHBRD014ABV1 EKHBRD016ABV1 OPERAION MANUAL Indoor uni for air o waer hea pump sysem and opions EKHBRD011ABV1 EKHBRD014ABV1 EKHBRD016ABV1 EKHBRD011ABY1 EKHBRD014ABY1 EKHBRD016ABY1 EKHBRD011ACV1 EKHBRD014ACV1 EKHBRD016ACV1 EKHBRD011ACY1

More information

Ecological Scheduling Decision Support System Based on RIA and Cloud Computing on the YaLong River Cascade Project

Ecological Scheduling Decision Support System Based on RIA and Cloud Computing on the YaLong River Cascade Project 2012 4h Inernaional Conference on Signal Processing Sysems (ICSPS 2012) IPCSIT vol. 58 (2012) (2012) IACSIT Press, Singapore DOI: 10.7763/IPCSIT.2012.V58.31 Ecological Scheduling Decision Suppor Sysem

More information

Analysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer

Analysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer Recen Advances in Business Managemen and Markeing Analysis of Pricing and Efficiency Conrol Sraegy beween Inerne Reailer and Convenional Reailer HYUG RAE CHO 1, SUG MOO BAE and JOG HU PARK 3 Deparmen of

More information

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR The firs experimenal publicaion, which summarised pas and expeced fuure developmen of basic economic indicaors, was published by he Minisry

More information

DDoS Attacks Detection Model and its Application

DDoS Attacks Detection Model and its Application DDoS Aacks Deecion Model and is Applicaion 1, MUHAI LI, 1 MING LI, XIUYING JIANG 1 School of Informaion Science & Technology Eas China Normal Universiy No. 500, Dong-Chuan Road, Shanghai 0041, PR. China

More information

System Performance Improvement By Server Virtualization

System Performance Improvement By Server Virtualization Sysem Performance Improvemen By Server Virualizaion Hioshi Ueno, Tomohide Hasegawa, and Keiichi Yoshihama Absrac Wih he advance of semiconducor echnology, microprocessors become highly inegraed and herefore

More information

THE FIRM'S INVESTMENT DECISION UNDER CERTAINTY: CAPITAL BUDGETING AND RANKING OF NEW INVESTMENT PROJECTS

THE FIRM'S INVESTMENT DECISION UNDER CERTAINTY: CAPITAL BUDGETING AND RANKING OF NEW INVESTMENT PROJECTS VII. THE FIRM'S INVESTMENT DECISION UNDER CERTAINTY: CAPITAL BUDGETING AND RANKING OF NEW INVESTMENT PROJECTS The mos imporan decisions for a firm's managemen are is invesmen decisions. While i is surely

More information

The Complete VoIP Telecom Service Provider

The Complete VoIP Telecom Service Provider The Complee VoIP Telecom Service Provider 1 Overview Company Overview SIP Trunking Produc Overview Technical Specificaions Pricing Why SIP Trunking? Benefis over radiional elecom Ideal cusomer 2 Company

More information

PolicyCore. Putting Innovation and Customer Service at the Core of Your Policy Administration and Underwriting

PolicyCore. Putting Innovation and Customer Service at the Core of Your Policy Administration and Underwriting PolicyCore Puing Innovaion and Cusomer Service a he Core of Your Policy Adminisraion and Underwriing As new echnologies emerge and cusomer expecaions escalae, P&C insurers are seeing opporuniies o grow

More information

Why Did the Demand for Cash Decrease Recently in Korea?

Why Did the Demand for Cash Decrease Recently in Korea? Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in

More information

VST5000W5028W. Wireless Survey Tools User Guide

VST5000W5028W. Wireless Survey Tools User Guide VST5000W5028W Wireless Survey Tools User Guide ugus 30 h, 2010 Produc Overview Index Produc Overview 2 VYKONSa Wireless Nework Overview 2 asic Iniial Design nd Deploymen Consideraion 3 Sie Survey Overview

More information

Analysis and Design of a MAC Protocol for Wireless Sensor etworks with Periodic Monitoring Applications

Analysis and Design of a MAC Protocol for Wireless Sensor etworks with Periodic Monitoring Applications Analysis and Design of a MAC roocol for Wireless Sensor eworks wih eriodic Monioring Applicaions Miguel A. razo, Yi Qian, Keie u, and Domingo Rodríguez Deparmen of lecrical and Compuer ngineering Universiy

More information

Secure Election Infrastructures Based on IPv6 Clouds

Secure Election Infrastructures Based on IPv6 Clouds Secure Elecion Infrasrucures Based on IPv6 Clouds Firs IPv6-only OpenSack Cloud used o deliver producion services is de-ployed by Nephos6, Cikomm and SnT-Universiy of Luxembourg. Laif Ladid, Presiden,

More information

ESIGN Rendering Service

ESIGN Rendering Service Markeing maerials on demand wihou phoo shoos or se-up Wih he ESIGN Rendering Service, we produce new, prinready markeing maerials for you in a cos-efficien and imely manner for he design of brochures,

More information

Wireless Survey Tools User Guide

Wireless Survey Tools User Guide VST5000W5000W Wireless Survey Tools User Guide June 21 h, 2011 028-0297_R4_MN VWG-SURVEY-E04 Produc Overview Index Produc Overview 2 Zigee Mesh Nework Overview 2 asic Iniial Design nd Deploymen Consideraion

More information

The Complete VoIP Telecom Service Provider The Evolution of a SIP Trunking Provider

The Complete VoIP Telecom Service Provider The Evolution of a SIP Trunking Provider The Complee VoIP Telecom Service Provider The Evoluion of a SIP Trunking Provider By: Sean Rivers Direcor of Technology parner Assurance 1 Agenda Who is Bandwidh.com Today Before VoIP The Addiion of VoIP

More information

Chapter 7. Response of First-Order RL and RC Circuits

Chapter 7. Response of First-Order RL and RC Circuits Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural

More information

The Architecture of a Churn Prediction System Based on Stream Mining

The Architecture of a Churn Prediction System Based on Stream Mining The Archiecure of a Churn Predicion Sysem Based on Sream Mining Borja Balle a, Bernardino Casas a, Alex Caarineu a, Ricard Gavaldà a, David Manzano-Macho b a Universia Poliècnica de Caalunya - BarcelonaTech.

More information

t Thick,intelligent,or thin access points? t WLAN switch or no WLAN switch? t WLAN appliance with 3rd party APs?

t Thick,intelligent,or thin access points? t WLAN switch or no WLAN switch? t WLAN appliance with 3rd party APs? IRONPOINT-FES IronPoin-FES Wireless Soluion IronPoin Benefis Mos Flexible WiFi Archiecure Leading Sandards-based Securiy Enerprise-class Mobiliy Advanced AP Funcionaliy Cenralized Managemen (wired & wireless)

More information

A Distributed Multiple-Target Identity Management Algorithm in Sensor Networks

A Distributed Multiple-Target Identity Management Algorithm in Sensor Networks A Disribued Muliple-Targe Ideniy Managemen Algorihm in Sensor Neworks Inseok Hwang, Kaushik Roy, Hamsa Balakrishnan, and Claire Tomlin Dep. of Aeronauics and Asronauics, Sanford Universiy, CA 94305 Elecrical

More information

Distributed Online Localization in Sensor Networks Using a Moving Target

Distributed Online Localization in Sensor Networks Using a Moving Target Disribued Online Localizaion in Sensor Neworks Using a Moving Targe Aram Galsyan 1, Bhaskar Krishnamachari 2, Krisina Lerman 1, and Sundeep Paem 2 1 Informaion Sciences Insiue 2 Deparmen of Elecrical Engineering-Sysems

More information

Chapter 6: Business Valuation (Income Approach)

Chapter 6: Business Valuation (Income Approach) Chaper 6: Business Valuaion (Income Approach) Cash flow deerminaion is one of he mos criical elemens o a business valuaion. Everyhing may be secondary. If cash flow is high, hen he value is high; if he

More information

Performance Center Overview. Performance Center Overview 1

Performance Center Overview. Performance Center Overview 1 Performance Cener Overview Performance Cener Overview 1 ODJFS Performance Cener ce Cener New Performance Cener Model Performance Cener Projec Meeings Performance Cener Execuive Meeings Performance Cener

More information

Mining Web User Behaviors to Detect Application Layer DDoS Attacks

Mining Web User Behaviors to Detect Application Layer DDoS Attacks JOURNAL OF SOFWARE, VOL. 9, NO. 4, APRIL 24 985 Mining Web User Behaviors o Deec Applicaion Layer DDoS Aacks Chuibi Huang Deparmen of Auomaion, USC Key laboraory of nework communicaion sysem and conrol

More information

Monotonic, Inrush Current Limited Start-Up for Linear Regulators

Monotonic, Inrush Current Limited Start-Up for Linear Regulators Applicaion epor SLA156 March 2004 Monoonic, Inrush urren Limied Sar-Up for Linear egulaors Jeff Falin PMP Porable Producs ABSA he oupu volage of a linear regulaor ends o rise quickly afer i is enabled.

More information

Advise on the development of a Learning Technologies Strategy at the Leopold-Franzens-Universität Innsbruck

Advise on the development of a Learning Technologies Strategy at the Leopold-Franzens-Universität Innsbruck Advise on he developmen of a Learning Technologies Sraegy a he Leopold-Franzens-Universiä Innsbruck Prof. Dr. Rob Koper Open Universiy of he Neherlands Educaional Technology Experise Cener Conex - Period

More information

Task-Execution Scheduling Schemes for Network Measurement and Monitoring

Task-Execution Scheduling Schemes for Network Measurement and Monitoring Task-Execuion Scheduling Schemes for Nework Measuremen and Monioring Zhen Qin, Robero Rojas-Cessa, and Nirwan Ansari Deparmen of Elecrical and Compuer Engineering New Jersey Insiue of Technology Universiy

More information

Direc Manipulaion Inerface and EGN algorithms

Direc Manipulaion Inerface and EGN algorithms A Direc Manipulaion Inerface for 3D Compuer Animaion Sco Sona Snibbe y Brown Universiy Deparmen of Compuer Science Providence, RI 02912, USA Absrac We presen a new se of inerface echniques for visualizing

More information

GoRA. For more information on genetics and on Rheumatoid Arthritis: Genetics of Rheumatoid Arthritis. Published work referred to in the results:

GoRA. For more information on genetics and on Rheumatoid Arthritis: Genetics of Rheumatoid Arthritis. Published work referred to in the results: For more informaion on geneics and on Rheumaoid Arhriis: Published work referred o in he resuls: The geneics revoluion and he assaul on rheumaoid arhriis. A review by Michael Seldin, Crisopher Amos, Ryk

More information

Random Walk in 1-D. 3 possible paths x vs n. -5 For our random walk, we assume the probabilities p,q do not depend on time (n) - stationary

Random Walk in 1-D. 3 possible paths x vs n. -5 For our random walk, we assume the probabilities p,q do not depend on time (n) - stationary Random Walk in -D Random walks appear in many cones: diffusion is a random walk process undersanding buffering, waiing imes, queuing more generally he heory of sochasic processes gambling choosing he bes

More information

The ContikiMAC Radio Duty Cycling Protocol

The ContikiMAC Radio Duty Cycling Protocol The ConikiMAC uy Cycling Proocol Adam unkels adam@sics.se SICS Technical Repor T211:13 ISSN 11-314 ecember 211 Absrac Low-power wireless devices mus keep heir radio ransceivers off as much as possible

More information

A DISCRETE-TIME MODEL OF TCP WITH ACTIVE QUEUE MANAGEMENT

A DISCRETE-TIME MODEL OF TCP WITH ACTIVE QUEUE MANAGEMENT A DISCRETE-TIME MODEL OF TCP WITH ACTIVE QUEUE MANAGEMENT by Hui Zhang B.Sc., Insiuion of Informaion and Communicaion, Dong Hua Universiy, P. R. China, 1 THESIS SUBMITTED IN PARTIAL FULFILLMENT OF THE

More information

Quality-Of-Service Class Specific Traffic Matrices in IP/MPLS Networks

Quality-Of-Service Class Specific Traffic Matrices in IP/MPLS Networks ualiy-of-service Class Specific Traffic Marices in IP/MPLS Neworks Sefan Schnier Deusche Telekom, T-Sysems D-4 Darmsad +4 sefan.schnier@-sysems.com Franz Harleb Deusche Telekom, T-Sysems D-4 Darmsad +4

More information

Quality-Of-Service Class Specific Traffic Matrices in IP/MPLS Networks

Quality-Of-Service Class Specific Traffic Matrices in IP/MPLS Networks ualiy-of-service Class Specific Traffic Marices in IP/MPLS Neworks Sefan Schnier Deusche Telekom, T-Sysems D-4 Darmsad +4 sefan.schnier@-sysems.com Franz Harleb Deusche Telekom, T-Sysems D-4 Darmsad +4

More information

Combination of UWB and GPS for indoor-outdoor vehicle localization

Combination of UWB and GPS for indoor-outdoor vehicle localization ombinaion of UW and for indoor-oudoor vehicle localizaion González J., lanco J.L., Galindo., Oriz-de-Galiseo., Fernández-Madrigal J.., Moreno F.., and Marínez J.L. {jgonzalez, jlblanco,cipriano,jafma}@cima.uma.es,

More information

CHARGE AND DISCHARGE OF A CAPACITOR

CHARGE AND DISCHARGE OF A CAPACITOR REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:

More information

How To Optimize Time For A Service In 4G Nework

How To Optimize Time For A Service In 4G Nework Process Opimizaion Time for a Service in 4G Nework by SNMP Monioring and IAAS Cloud Compuing Yassine El Mahoi Laboraory of Compuer Science, Operaions Research and Applied Saisics. Téouan, Morocco Souad

More information

Strategic Optimization of a Transportation Distribution Network

Strategic Optimization of a Transportation Distribution Network Sraegic Opimizaion of a Transporaion Disribuion Nework K. John Sophabmixay, Sco J. Mason, Manuel D. Rossei Deparmen of Indusrial Engineering Universiy of Arkansas 4207 Bell Engineering Cener Fayeeville,

More information

Channel Holding Time Distribution in Public Cellular Telephony *

Channel Holding Time Distribution in Public Cellular Telephony * ITC6 / P. Kelly and D. Smih (Ediors) 999 Elsevier Science B.V. Channel Holding Time Disribuion in Public Cellular Telephony * Francisco Barceló a and Javier Jordán b a Deparameno de Maemáica Aplicada y

More information

Molding. Injection. Design. GE Plastics. GE Engineering Thermoplastics DESIGN GUIDE

Molding. Injection. Design. GE Plastics. GE Engineering Thermoplastics DESIGN GUIDE apple GE Plasics GE Engineering Thermoplasics DESIGN GUIDE Wall Thickness Paring Lines Ejecion Appearance Pars Ribs/Gusses Bosses Holes Depressions Radii, Filles and Corners Molding Design Injecion s for

More information

Improving Unreliable Mobile GIS with Swarm-based Particle Filters

Improving Unreliable Mobile GIS with Swarm-based Particle Filters Improving Unreliable Mobile GIS wih Swarm-based Paricle Filers Fama Hrizi, Jérôme Härri, Chrisian Bonne EURECOM, Mobile Communicaions Deparmen Campus SophiaTech, 450 Roue des Chappes Bio, France {hrizi,

More information

Chapter 2 Kinematics in One Dimension

Chapter 2 Kinematics in One Dimension Chaper Kinemaics in One Dimension Chaper DESCRIBING MOTION:KINEMATICS IN ONE DIMENSION PREVIEW Kinemaics is he sudy of how hings moe how far (disance and displacemen), how fas (speed and elociy), and how

More information

On Modeling Speed-Based Vertical Handovers in Vehicular Networks Dad, slow down, I am watching the movie

On Modeling Speed-Based Vertical Handovers in Vehicular Networks Dad, slow down, I am watching the movie On Modeling Speed-Based Verical Handovers in Vehicular Neworks Dad slow down I am waching he movie Flavio Esposio flavio@cs.bu.edu Anna Maria Vegni avegni@uniroma3.i Ibrahim Maa maa@cs.bu.edu Alessandro

More information

CLOCK SKEW CAUSES CLOCK SKEW DUE TO THE DRIVER EROSION OF THE CLOCK PERIOD

CLOCK SKEW CAUSES CLOCK SKEW DUE TO THE DRIVER EROSION OF THE CLOCK PERIOD DESIGNING WITH HIGH SPEED CLOCK DRIERS CONFERENCE PAPER CP-19 Inegraed Device Technology, Inc. By Sanley Hronik ABSTRACT Today s high speed sysems are encounering problems wih clocking ha were no consideraions

More information

Double Entry System of Accounting

Double Entry System of Accounting CHAPTER 2 Double Enry Sysem of Accouning Sysem of Accouning \ The following are he main sysem of accouning for recording he business ransacions: (a) Cash Sysem of Accouning. (b) Mercanile or Accrual Sysem

More information

Journal Of Business & Economics Research September 2005 Volume 3, Number 9

Journal Of Business & Economics Research September 2005 Volume 3, Number 9 Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo

More information

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal Quarerly Repor on he Euro Area 3/202 II.. Deb reducion and fiscal mulipliers The deerioraion of public finances in he firs years of he crisis has led mos Member Saes o adop sizeable consolidaion packages.

More information

Situated vs. Global Aggregation Schemes for Autonomous Management Systems

Situated vs. Global Aggregation Schemes for Autonomous Management Systems 4h IFIP/IEEE Workshop on Disribued Auonomous Nework Managemen Sysems Siuaed vs. Global Aggregaion Schemes for Auonomous Managemen Sysems Rafik Makhloufi*, Guillaume Doyen*, Gregory Bonne and Dominique

More information

Impact of Human Mobility on Opportunistic Forwarding Algorithms

Impact of Human Mobility on Opportunistic Forwarding Algorithms Impac of Human Mobiliy on Opporunisic Forwarding Algorihms Augusin Chainreau, Pan Hui, Jon Crowcrof, Chrisophe Dio, Richard Gass, and James Sco *, Universiy of Cambridge Microsof Research Thomson Research

More information

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005 FONDATION POUR LES ETUDES ET RERS LE DEVELOPPEMENT INTERNATIONAL Measuring macroeconomic volailiy Applicaions o expor revenue daa, 1970-005 by Joël Cariolle Policy brief no. 47 March 01 The FERDI is a

More information

CAREER MAP HOME HEALTH AIDE

CAREER MAP HOME HEALTH AIDE CAREER MAP HOME HEALTH AIDE CAREER MAP HOME HEALTH AIDE Home healh aides are one of he fases growing jobs in New York Ciy. Wih more educaion, home healh aides can move ino many oher ypes of jobs in healh

More information

This is the author s version of a work that was submitted/accepted for publication in the following source:

This is the author s version of a work that was submitted/accepted for publication in the following source: This is he auhor s version of a work ha was submied/acceped for publicaion in he following source: Debnah, Ashim Kumar & Chin, Hoong Chor (2006) Analysis of marine conflics. In Proceedings of he 19h KKCNN

More information

A Scalable and Lightweight QoS Monitoring Technique Combining Passive and Active Approaches

A Scalable and Lightweight QoS Monitoring Technique Combining Passive and Active Approaches A Scalable and Lighweigh QoS Monioring Technique Combining Passive and Acive Approaches On he Mahemaical Formulaion of CoMPACT Monior Masai Aida, Naoo Miyoshi and Keisue Ishibashi NTT Informaion Sharing

More information

Working Paper No. 482. Net Intergenerational Transfers from an Increase in Social Security Benefits

Working Paper No. 482. Net Intergenerational Transfers from an Increase in Social Security Benefits Working Paper No. 482 Ne Inergeneraional Transfers from an Increase in Social Securiy Benefis By Li Gan Texas A&M and NBER Guan Gong Shanghai Universiy of Finance and Economics Michael Hurd RAND Corporaion

More information

Product Operation and Setup Instructions

Product Operation and Setup Instructions A9 Please read and save hese insrucions. Read carefully before aemping o assemble, insall, operae, or mainain he produc described. Proec yourself and ohers by observing all safey informaion. Failure o

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

Tax Externalities of Equity Mutual Funds

Tax Externalities of Equity Mutual Funds Tax Exernaliies of Equiy Muual Funds Joel M. Dickson The Vanguard Group, Inc. John B. Shoven Sanford Universiy and NBER Clemens Sialm Sanford Universiy December 1999 Absrac: Invesors holding muual funds

More information

ClaimCore. Putting Customers at the Core of Your Claims Processes. Integrated Customer Database. R es y me. Ad j u d ic ati o n

ClaimCore. Putting Customers at the Core of Your Claims Processes. Integrated Customer Database. R es y me. Ad j u d ic ati o n ClaimCore for Benefis Overview Feaures & Benefis The Core Suie Technology Services/Educaion Conac Us ClaimCore Puing Cusomers a he Core of Your Claims Processes Handle growh wih a rules-based, cusomer-focused

More information

Load Prediction Using Hybrid Model for Computational Grid

Load Prediction Using Hybrid Model for Computational Grid Load Predicion Using Hybrid Model for Compuaional Grid Yongwei Wu, Yulai Yuan, Guangwen Yang 3, Weimin Zheng 4 Deparmen of Compuer Science and Technology, Tsinghua Universiy, Beijing 00084, China, 3, 4

More information