How To Improve Gps Locatg Accuracy On A Cell Phone
|
|
- Lilian Logan
- 3 years ago
- Views:
Transcription
1 GPS Localzato Improvemet of Smartphoes Usg Bult- Sesors Soyoug Hwag ad Doghu Yu* Departmet of Multmeda Egeerg Catholc Uversty of Pusa, South Korea {soyoug, Abstract Locato awareess ad avgato are becomg oe of the most mportat features moble phoes ad smartphoes. Persoal avgato ad locato based servces are elargg the scope of moble applcatos. GPS s the most effcet postog techology. Thaks to the reducto the sze of the GPS recevers ad the tegrato of GPS wth moble phoes, GPS s oe of the most mportat servce provders LBS. By the way, sce moble phoes ad smartphoes usually have relatvely low cost GPS chps, the performace of locatg accuracy s hghly depedet o evrometal factors. I addto, the accuracy of GPS vares depedg o the umber of GPS satelltes ad s reduced GPS terferg spots such as a forest or aroud buldgs. Ths paper proposes a localzato mprovemet algorthm GPS terferg spots by tegratg formato of multple sesors smartphoes. The proposed algorthm s mplemeted a smartphoe ad the performace s evaluated o a campus. The proposed algorthm has better performace tha oly the GPS locato formato GPS terferg spots ad matas reasoable performace ope spaces where the GPS recever s accurate. Keywords: localzato, GPS, smartphoe, sesors. Itroducto Locato awareess ad avgato are becomg oe of the most mportat features moble phoes ad smartphoes. Persoal avgato ad locato based servces are elargg the scope of moble applcatos. GPS (Global Postog System) s the most effcet postog techology. Thaks to the reducto the sze of the GPS recevers ad tegrato of GPS wth moble phoes, GPS s oe of the most mportat servce provders for LBS. By the way, sce moble phoes ad smartphoes usually have relatvely low cost GPS chps, the performace of locatg accuracy s hghly depedet o evrometal factors. I addto, the accuracy of GPS vares depedg o the umber of GPS satelltes ad s reduced GPS terferg spots such as a forest or aroud buldgs. Ths paper proposes a localzato mprovemet algorthm GPS terferg spots by tegratg formato of multple sesors such as gyroscope ad compass smartphoes. The proposed algorthm s mplemeted a smartphoe ad the performace s evaluated o a campus. The rest of ths paper s orgazed as follows. I Secto 2, motvato ad related work are dscussed. Secto 3 proposes the desg of the localzato algorthm to mprove localzato accuracy smartphoes usg multple sesors. Net, performace of the proposed algorthm s evaluated Secto 4. Fally, we coclude ths paper Secto 5.
2 2. Motvato ad Related Work 2.. Motvato The reducto the sze of GPS recevers ad the tegrato of GPS wth moble phoes have made locato based servce applcato more ad more popular. There have bee may case studes of locato based servces usg moble phoes ad smartphoes wth GPS. A applcato study o a ta callg ad dspatchg system s proposed []. Ths s a prototype of a LBS applcato based o GPS moble phoes. It gves the basc desg, modules dvso, GIS dsplay algorthm desg, test results ad feature aalyss of the proposed system. Aother moble applcato based o provdg LBS usg GPS as a locato provder s to locate famly members ad alert whe freds are earby [2]. The applcatos work ope space areas oly sce t reles o GPS. A dstrbuted trajectory smlarty search framework s preseted [3]. It focuses o GPS trace search smartphoe etworks by decetralzed ad -stu data. [4] gves a ew method for precse W-F AP localzato usg GPS formato of smartphoes ad the receved sgal stregth (RSS) formato from W-F APs. Sce GPS s the most effcet postog techology, most moble LBS applcatos utlze GPS as a locato provder. But, as metoed before moble phoes ad smartphoes have relatvely low cost GPS chps, therefore the performace of locatg accuracy s hghly depedet o evrometal factors such as weather or GPS terferg areas. To crease the utlzato of such varous moble LBS applcatos, t s mportat to mprove GPS accuracy. Fgure shows GPS postog error a smartphoe whe the user s ear hgh rse buldgs. So we cosdered a study to overcome ths GPS error. Fgure. Postog Error GPS Iterferg Spot 2.2. Related Work As GPS s wdely used for outdoor localzato, there have bee efforts to aalyze GPS performace cases ad to overcome GPS errors. 2
3 Systematc statstcal aalyss of GPS movg measuremets ope sky ad uder tree shadg evromets was reported [5]. The objectve of the research was to develop a robust localzato system. So t s cosdered that the frst step to acheve such a objectve s testg sesor performace through tree folage evromets that preset codtos that are ot optmal. Recetly, the wreless dustry s movg towards covergece of rado techology to cater for mult stadards o a sgle platform such as moble phoe, PDA (Persoal Dgtal Assstat) ad smartphoe. These platforms provde a wde varety of wreless servces, such as voce, data, vdeo ad posto fg. May wreless stadards such as 2G/3G, W-F, buetooth ad GPS, have bee mplemeted o these platforms. For moble purposes, the equpmet must be small volume, lght weght ad low power cosumpto. These lead to complcated problems wth dgtal ad RF operatos. The sestvtes GPS ad 2G/3G are tested ad the mprovemets of GPS recever sestvtes PDA platforms are preseted [6]. Applcatos usg locato based servces have bee eplored due to safety ad emergecy requremets wreless commucatos servces. The terworkg amog heterogeeous systems duces the hybrd postog cocept wth multple postog techologes. [7] focuses o the mprovemet of GPS orbt accuracy to ehace hybrd posto computato. The results suggest that the proposed approach has a potetal real tme applcatos. LfeMap, a smartphoe-based cotet provder s proposed [8]. It s mplemeted o commercal smartphoes ad ca provde advaced locato based servces for moble users. LfeMap uses ertal sesors the smartphoe to overcome the lmtatos of GPS ad provde door locato formato. The formato s combed wth GPS ad W-F postog systems to geerate user cotet daly lfe. I a urba evromet, the sgals from a bult- GPS o a smart phoe are always so weak that t causes cosderably low posto ad headg accuracy. [9] presets a approach usg the bult- sesor to smooth the avgato process. Our work also focuses o GPS localzato mprovemet smartphoes by tegratg the formato from bult- sesors wth the GPS the smartphoe. 3. Desg of Localzato Algorthm 3.. Structure of Algorthm The proposed algorthm cossts of three steps: fdg the correct drecto of movemet, obtag the dstace moved, ad tegratg the pror results ad GPS locato formato. To obta the drecto of movemet, we get the headg from the bult- compass the smartphoe. However, the compass s hghly depedet o the ambet magetc feld so t has lower accuracy. To obta more accurate values of the user's headg, we stablze the headg value of the compass by recurrece processg of the data. After obtag the drecto of the movemet of the user, the dstace moved s calculated by the summato of the dstaces of each coordate from the GPS locato formato. The GPS locato formato shows the dfferece compared to the actual path moved as preseted Fgure 2. So the calculated movg dstace s greater tha the actual dstace moved f t s calculated by the summato of the dstaces betwee each coordate from the GPS locato formato. 3
4 Fgure 2. Path ad Dstace Moved To f ths problem, we estmate the movemet dstace by usg a trgoometrc fucto as show Fgure 3. Fgure 3. Calculato of Movg Dstace The proposed method estmates the path moved by tegratg the GPS locato formato ad sesor data ad t prevets the accumulato of locato error Recurrece Processg Fucto of Compass Headg The measuremets of the compass smartphoe are hghly depedet o the ambet magetc feld so ts accuracy s low. For ths reaso, we stablze the measuremets of the compass by averagg as show equato (). a ( ( a ) / 2 a ) /( ) : accumulated headg value a : a ew compass value () 4
5 a ( ( d d a a ) /( ) : accumulated headg value a : a ew compass value d : dfferece of headg ) / 2 The headg value of the compass ca be stablzed wth equato (). But the real headg of a user vares cotuously as the user moves. To adjust ths value, we apply the dfferece betwee the prevous headg ad curret headg ad process t recursvely as show equato (2). The dfferece the headg d s obtaed from the bult- gyroscope the smartphoe. Although the gyroscope caot measure the absolute headg lke a compass, t has hgh accuracy measurg varato of the headg. Evetually, through the pror processg, effcet stablzato of the data s possble. 4. Performace Evaluato I ths secto we dscuss the performace evaluato of the proposed localzato mprovemet algorthm. We mplemeted the proposed method o commercal smartphoe ad performed a epermet by walkg through a campus. (2) Fgure 4. Epermet Evromet We traced the path of movemet the smartphoe ad the path s dsplayed o the map. There are two kds of trace: tracg by the proposed method ad oly tracg by the GPS locato formato. Fgure 4 shows the epermetal evromet as a GPS terferg spot. The accuracy of GPS s reduced GPS terferg spots such as a forest or aroud buldgs. The epermetal results the GPS terferg spot s preseted Fgure 5. As show the results, the GPS locato formato devates from the real path moved. O the other had, the adjusted locato formato through the proposed algorthm ca trace the movemet path more accurately. 5
6 Fgure 5. Epermetal Result GPS Iterferg Area Fgure 6. Epermetal Result Ope Space Fgure 6 shows the epermetal results o a soccer feld as a ope space. I ths case, the GPS locato formato has hgh accuracy. The proposed algorthm also has reasoable results sce t has feedback from the GPS locato formato. 6
7 5. Coclusos Locato awareess ad avgato are becomg oe of the most mportat features moble phoes ad smartphoes. Persoal avgato ad locato based servces are elargg the scope of moble applcatos. GPS s the most effcet postog techology. Thaks to the reducto the sze of the GPS recevers ad the tegrato of GPS wth moble phoes, GPS s oe of the most mportat servce provders for LBS. Sce moble phoes ad smartphoes usually have relatvely low cost GPS chps, the performace of locatg accuracy s hghly depedet o evrometal factors. Ths paper proposes a localzato mprovemet algorthm GPS terferg spots by tegratg formato of multple sesors such as gyroscope ad compass the smartphoe. The proposed algorthm s mplemeted a smartphoe ad the performace s evaluated o a campus. The proposed algorthm has better performace tha oly the GPS locato formato GPS terferg spots ad matas reasoable performace ope spaces where the GPS recever s accurate. As a future work, we cosder localzato mprovemet method for smartphoes usg other bult- sesors such as accelerometer ad camera. Refereces [] Y. Ja, Z. Xaom ad Z. Hogyu, Desg ad Implemetato of Ta Callg ad Dspatchg System based o GPS Moble Phoe, Proceedgs of the 4th Iteratoal Coferece of Computer Scece & Educato, (29), July 25-28, Nag, Cha. [2] G. B. Al-Suwad ad M. J. Zemerly, Locatg Freds ad Famly Usg Moble Phoes Wth Global Postog System (GPS), Proceedgs of 7th ACS/IEEE Iteratoal Coferece o Computer Systems ad Applcatos Program (29), May -3, Rabat, Morocco. [3] D. Zealpour-Yazt, C. Laoudas, M. I. Adreou ad D. Guopulos, Dsclosure-free GPS Trace Search Smartphoe Networks, Proceedgs of the 2th IEEE Iteratoal Coferece o Moble Data Maagemet, (2), Jue 6-9, Luleå, Swede. [4] S. M. Chu, S. Mu Lee, J. W. Nah, J. H. Cho ad J. T. Park, Localzato of W-F Access Pot usg Smartphoe s GPS Iformato, Proceedgs of 2 Iteratoal Coferece o Selected Topcs Moble ad Wreless Networkg, (2), October -2, Shagha, Cha. [5] Y. Morales ad T. Tsubouch, GPS Movg Performace o Ope Sky ad Forested Paths, Proceedgs of the 27 IEEE/RSJ Iteratoal Coferece o Itellget Robots ad Systems, (27), October 29- November 2, Sa Dego, USA. [6] Y. H. Kao ad H. C. Yag, Iterfereces of GPS Recepto PDA Phoe, Proceedgs of 2 Asa- Pacfc Mcrowave Coferece, (2), December 7-, Yokohama, Japa. [7] C. S. Ho, A Effectve Approach Improvg A-GPS Accuracy to Ehace Hybrd Postog Computato, Proceedgs of the 7th IEEE Iteratoal Coferece o Embedded ad Real-Tme Computg Systems ad Applcatos, (2), Auguest 28-3, Toyama, Japa [8] Y. Cho ad H. Cha, LfeMap: A Smartphoe-Based Cotet Provder for Locato-Based Servces, IEEE Pervasve Computg, vol., o. 2, (2). [9] L. Pe, R. Che, J. Lu, Z. Lu, H. Kuusem, Y. Che ad L. Zhu, Sesor Asssted 3D Persoal avgato o a Smart Phoe GPS Degraded Evromets, Proceedgs of the 9th Iteratoal Coferece o Geoformatcs, (2), Jue 24-26, Shagha, Cha. 7
8 Authors Soyoug Hwag receved the B.S., the M.S., ad the Ph.D. degrees Computer Scece from Pusa Natoal Uversty, Busa, Korea 999, 2 ad 26 respectvely. From 26 to 2, she was a seor researcher ETRI, Daejeo, Korea. Sce 2, she has bee a professor of Departmet of Multmeda Egeerg at Catholc Uversty of Pusa, Korea. Her research terests clude embedded systems ad sesor etworks. Doghu Yu receved the B.S., the M.S., ad the Ph.D. degrees Computer Scece from Pusa Natoal Uversty, Busa, Korea 992, 994, 2 respectvely. From 994 to 997, she was a researcher ETRI (Electrocs ad Telecommucatos Research Isttute), Daejeo, Korea. From 23, she has bee a faculty of Departmet of Multmeda Egeerg at Catholc Uversty of Pusa, Korea. Her research terests are tme sychrozato ad moble systems. 8
Green Master based on MapReduce Cluster
Gree Master based o MapReduce Cluster Mg-Zh Wu, Yu-Chag L, We-Tsog Lee, Yu-Su L, Fog-Hao Lu Dept of Electrcal Egeerg Tamkag Uversty, Tawa, ROC Dept of Electrcal Egeerg Tamkag Uversty, Tawa, ROC Dept of
More informationEfficient Traceback of DoS Attacks using Small Worlds in MANET
Effcet Traceback of DoS Attacks usg Small Worlds MANET Yog Km, Vshal Sakhla, Ahmed Helmy Departmet. of Electrcal Egeerg, Uversty of Souther Calfora, U.S.A {yogkm, sakhla, helmy}@ceg.usc.edu Abstract Moble
More informationSecurity Analysis of RAPP: An RFID Authentication Protocol based on Permutation
Securty Aalyss of RAPP: A RFID Authetcato Protocol based o Permutato Wag Shao-hu,,, Ha Zhje,, Lu Sujua,, Che Da-we, {College of Computer, Najg Uversty of Posts ad Telecommucatos, Najg 004, Cha Jagsu Hgh
More informationThe impact of service-oriented architecture on the scheduling algorithm in cloud computing
Iteratoal Research Joural of Appled ad Basc Sceces 2015 Avalable ole at www.rjabs.com ISSN 2251-838X / Vol, 9 (3): 387-392 Scece Explorer Publcatos The mpact of servce-oreted archtecture o the schedulg
More informationA Parallel Transmission Remote Backup System
2012 2d Iteratoal Coferece o Idustral Techology ad Maagemet (ICITM 2012) IPCSIT vol 49 (2012) (2012) IACSIT Press, Sgapore DOI: 107763/IPCSIT2012V495 2 A Parallel Trasmsso Remote Backup System Che Yu College
More informationOptimal Packetization Interval for VoIP Applications Over IEEE 802.16 Networks
Optmal Packetzato Iterval for VoIP Applcatos Over IEEE 802.16 Networks Sheha Perera Harsha Srsea Krzysztof Pawlkowsk Departmet of Electrcal & Computer Egeerg Uversty of Caterbury New Zealad sheha@elec.caterbury.ac.z
More informationMaintenance Scheduling of Distribution System with Optimal Economy and Reliability
Egeerg, 203, 5, 4-8 http://dx.do.org/0.4236/eg.203.59b003 Publshed Ole September 203 (http://www.scrp.org/joural/eg) Mateace Schedulg of Dstrbuto System wth Optmal Ecoomy ad Relablty Syua Hog, Hafeg L,
More informationProjection model for Computer Network Security Evaluation with interval-valued intuitionistic fuzzy information. Qingxiang Li
Iteratoal Joural of Scece Vol No7 05 ISSN: 83-4890 Proecto model for Computer Network Securty Evaluato wth terval-valued tutostc fuzzy formato Qgxag L School of Software Egeerg Chogqg Uversty of rts ad
More information6.7 Network analysis. 6.7.1 Introduction. References - Network analysis. Topological analysis
6.7 Network aalyss Le data that explctly store topologcal formato are called etwork data. Besdes spatal operatos, several methods of spatal aalyss are applcable to etwork data. Fgure: Network data Refereces
More informationResearch on Cloud Computing and Its Application in Big Data Processing of Railway Passenger Flow
325 A publcato of CHEMICAL ENGINEERING TRANSACTIONS VOL. 46, 2015 Guest Edtors: Peyu Re, Yacag L, Hupg Sog Copyrght 2015, AIDIC Servz S.r.l., ISBN 978-88-95608-37-2; ISSN 2283-9216 The Itala Assocato of
More informationModels for Selecting an ERP System with Intuitionistic Trapezoidal Fuzzy Information
JOURNAL OF SOFWARE, VOL 5, NO 3, MARCH 00 75 Models for Selectg a ERP System wth Itutostc rapezodal Fuzzy Iformato Guwu We, Ru L Departmet of Ecoomcs ad Maagemet, Chogqg Uversty of Arts ad Sceces, Yogchua,
More informationApplications of Support Vector Machine Based on Boolean Kernel to Spam Filtering
Moder Appled Scece October, 2009 Applcatos of Support Vector Mache Based o Boolea Kerel to Spam Flterg Shugag Lu & Keb Cu School of Computer scece ad techology, North Cha Electrc Power Uversty Hebe 071003,
More informationApplication of Grey Relational Analysis in Computer Communication
Applcato of Grey Relatoal Aalyss Computer Commucato Network Securty Evaluato Jgcha J Applcato of Grey Relatoal Aalyss Computer Commucato Network Securty Evaluato *1 Jgcha J *1, Frst ad Correspodg Author
More informationImpact of Interference on the GPRS Multislot Link Level Performance
Impact of Iterferece o the GPRS Multslot Lk Level Performace Javer Gozalvez ad Joh Dulop Uversty of Strathclyde - Departmet of Electroc ad Electrcal Egeerg - George St - Glasgow G-XW- Scotlad Ph.: + 8
More informationOn formula to compute primes and the n th prime
Joural's Ttle, Vol., 00, o., - O formula to compute prmes ad the th prme Issam Kaddoura Lebaese Iteratoal Uversty Faculty of Arts ad ceces, Lebao Emal: ssam.addoura@lu.edu.lb amh Abdul-Nab Lebaese Iteratoal
More informationSHAPIRO-WILK TEST FOR NORMALITY WITH KNOWN MEAN
SHAPIRO-WILK TEST FOR NORMALITY WITH KNOWN MEAN Wojcech Zelńsk Departmet of Ecoometrcs ad Statstcs Warsaw Uversty of Lfe Sceces Nowoursyowska 66, -787 Warszawa e-mal: wojtekzelsk@statystykafo Zofa Hausz,
More informationAn Approach to Evaluating the Computer Network Security with Hesitant Fuzzy Information
A Approach to Evaluatg the Computer Network Securty wth Hestat Fuzzy Iformato Jafeg Dog A Approach to Evaluatg the Computer Network Securty wth Hestat Fuzzy Iformato Jafeg Dog, Frst ad Correspodg Author
More informationOptimal multi-degree reduction of Bézier curves with constraints of endpoints continuity
Computer Aded Geometrc Desg 19 (2002 365 377 wwwelsevercom/locate/comad Optmal mult-degree reducto of Bézer curves wth costrats of edpots cotuty Guo-Dog Che, Guo-J Wag State Key Laboratory of CAD&CG, Isttute
More informationA DISTRIBUTED REPUTATION BROKER FRAMEWORK FOR WEB SERVICE APPLICATIONS
L et al.: A Dstrbuted Reputato Broker Framework for Web Servce Applcatos A DISTRIBUTED REPUTATION BROKER FRAMEWORK FOR WEB SERVICE APPLICATIONS Kwe-Jay L Departmet of Electrcal Egeerg ad Computer Scece
More informationModeling of Router-based Request Redirection for Content Distribution Network
Iteratoal Joural of Computer Applcatos (0975 8887) Modelg of Router-based Request Redrecto for Cotet Dstrbuto Network Erw Harahap, Jaaka Wjekoo, Rajtha Teekoo, Fumto Yamaguch, Shch Ishda, Hroak Nsh Hroak
More informationA New Bayesian Network Method for Computing Bottom Event's Structural Importance Degree using Jointree
, pp.277-288 http://dx.do.org/10.14257/juesst.2015.8.1.25 A New Bayesa Network Method for Computg Bottom Evet's Structural Importace Degree usg Jotree Wag Yao ad Su Q School of Aeroautcs, Northwester Polytechcal
More informationSoftware Reliability Index Reasonable Allocation Based on UML
Sotware Relablty Idex Reasoable Allocato Based o UML esheg Hu, M.Zhao, Jaeg Yag, Guorog Ja Sotware Relablty Idex Reasoable Allocato Based o UML 1 esheg Hu, 2 M.Zhao, 3 Jaeg Yag, 4 Guorog Ja 1, Frst Author
More informationThree Dimensional Interpolation of Video Signals
Three Dmesoal Iterpolato of Vdeo Sgals Elham Shahfard March 0 th 006 Outle A Bref reve of prevous tals Dgtal Iterpolato Bascs Upsamplg D Flter Desg Issues Ifte Impulse Respose Fte Impulse Respose Desged
More informationCyber Journals: Multidisciplinary Journals in Science and Technology, Journal of Selected Areas in Telecommunications (JSAT), January Edition, 2011
Cyber Jourals: Multdscplary Jourals cece ad Techology, Joural of elected Areas Telecommucatos (JAT), Jauary dto, 2011 A ovel rtual etwork Mappg Algorthm for Cost Mmzg ZHAG hu-l, QIU Xue-sog tate Key Laboratory
More informationIDENTIFICATION OF THE DYNAMICS OF THE GOOGLE S RANKING ALGORITHM. A. Khaki Sedigh, Mehdi Roudaki
IDENIFICAION OF HE DYNAMICS OF HE GOOGLE S RANKING ALGORIHM A. Khak Sedgh, Mehd Roudak Cotrol Dvso, Departmet of Electrcal Egeerg, K.N.oos Uversty of echology P. O. Box: 16315-1355, ehra, Ira sedgh@eetd.ktu.ac.r,
More informationAnySee: Peer-to-Peer Live Streaming
ysee: Peer-to-Peer Lve Streamg School of Computer Scece ad Techology Huazhog Uversty of Scece ad Techology Wuha, 40074, Cha {xflao, hj, dfdeg }@hust.edu.c Xaofe Lao, Ha J, *Yuhao Lu, *Loel M. N, ad afu
More informationAbraham Zaks. Technion I.I.T. Haifa ISRAEL. and. University of Haifa, Haifa ISRAEL. Abstract
Preset Value of Autes Uder Radom Rates of Iterest By Abraham Zas Techo I.I.T. Hafa ISRAEL ad Uversty of Hafa, Hafa ISRAEL Abstract Some attempts were made to evaluate the future value (FV) of the expected
More informationAn IG-RS-SVM classifier for analyzing reviews of E-commerce product
Iteratoal Coferece o Iformato Techology ad Maagemet Iovato (ICITMI 205) A IG-RS-SVM classfer for aalyzg revews of E-commerce product Jaju Ye a, Hua Re b ad Hagxa Zhou c * College of Iformato Egeerg, Cha
More informationHow To Make A Supply Chain System Work
Iteratoal Joural of Iformato Techology ad Kowledge Maagemet July-December 200, Volume 2, No. 2, pp. 3-35 LATERAL TRANSHIPMENT-A TECHNIQUE FOR INVENTORY CONTROL IN MULTI RETAILER SUPPLY CHAIN SYSTEM Dharamvr
More informationHow To Balance Load On A Weght-Based Metadata Server Cluster
WLBS: A Weght-based Metadata Server Cluster Load Balacg Strategy J-L Zhag, We Qa, Xag-Hua Xu *, Ja Wa, Yu-Yu Y, Yog-Ja Re School of Computer Scece ad Techology Hagzhou Daz Uversty, Cha * Correspodg author:xhxu@hdu.edu.c
More informationRESEARCH ON PERFORMANCE MODELING OF TRANSACTIONAL CLOUD APPLICATIONS
Joural of Theoretcal ad Appled Iformato Techology 3 st October 22. Vol. 44 No.2 25-22 JATIT & LLS. All rghts reserved. ISSN: 992-8645 www.jatt.org E-ISSN: 87-395 RESEARCH ON PERFORMANCE MODELING OF TRANSACTIONAL
More informationAPPENDIX III THE ENVELOPE PROPERTY
Apped III APPENDIX III THE ENVELOPE PROPERTY Optmzato mposes a very strog structure o the problem cosdered Ths s the reaso why eoclasscal ecoomcs whch assumes optmzg behavour has bee the most successful
More informationA Real-time Visual Tracking System in the Robot Soccer Domain
Proceedgs of EUEL obotcs-, Salford, Eglad, th - th Aprl A eal-tme Vsual Trackg System the obot Soccer Doma Bo L, Edward Smth, Huosheg Hu, Lbor Spacek Departmet of Computer Scece, Uversty of Essex, Wvehoe
More informationIP Network Topology Link Prediction Based on Improved Local Information Similarity Algorithm
Iteratoal Joural of Grd Dstrbuto Computg, pp.141-150 http://dx.do.org/10.14257/jgdc.2015.8.6.14 IP Network Topology Lk Predcto Based o Improved Local Iformato mlarty Algorthm Che Yu* 1, 2 ad Dua Zhem 1
More informationUsing Phase Swapping to Solve Load Phase Balancing by ADSCHNN in LV Distribution Network
Iteratoal Joural of Cotrol ad Automato Vol.7, No.7 (204), pp.-4 http://dx.do.org/0.4257/jca.204.7.7.0 Usg Phase Swappg to Solve Load Phase Balacg by ADSCHNN LV Dstrbuto Network Chu-guo Fe ad Ru Wag College
More informationRobust Realtime Face Recognition And Tracking System
JCS& Vol. 9 No. October 9 Robust Realtme Face Recogto Ad rackg System Ka Che,Le Ju Zhao East Cha Uversty of Scece ad echology Emal:asa85@hotmal.com Abstract here s some very mportat meag the study of realtme
More informationA particle swarm optimization to vehicle routing problem with fuzzy demands
A partcle swarm optmzato to vehcle routg problem wth fuzzy demads Yag Peg, Ye-me Qa A partcle swarm optmzato to vehcle routg problem wth fuzzy demads Yag Peg 1,Ye-me Qa 1 School of computer ad formato
More informationImpact of Mobility Prediction on the Temporal Stability of MANET Clustering Algorithms *
Impact of Moblty Predcto o the Temporal Stablty of MANET Clusterg Algorthms * Aravdha Vekateswara, Vekatesh Saraga, Nataraa Gautam 1, Ra Acharya Departmet of Comp. Sc. & Egr. Pesylvaa State Uversty Uversty
More informationFractal-Structured Karatsuba`s Algorithm for Binary Field Multiplication: FK
Fractal-Structured Karatsuba`s Algorthm for Bary Feld Multplcato: FK *The authors are worg at the Isttute of Mathematcs The Academy of Sceces of DPR Korea. **Address : U Jog dstrct Kwahadog Number Pyogyag
More informationSpeeding up k-means Clustering by Bootstrap Averaging
Speedg up -meas Clusterg by Bootstrap Averagg Ia Davdso ad Ashw Satyaarayaa Computer Scece Dept, SUNY Albay, NY, USA,. {davdso, ashw}@cs.albay.edu Abstract K-meas clusterg s oe of the most popular clusterg
More informationLoad Balancing Algorithm based Virtual Machine Dynamic Migration Scheme for Datacenter Application with Optical Networks
0 7th Iteratoal ICST Coferece o Commucatos ad Networkg Cha (CHINACOM) Load Balacg Algorthm based Vrtual Mache Dyamc Mgrato Scheme for Dataceter Applcato wth Optcal Networks Xyu Zhag, Yogl Zhao, X Su, Ruyg
More informationA Study of Unrelated Parallel-Machine Scheduling with Deteriorating Maintenance Activities to Minimize the Total Completion Time
Joural of Na Ka, Vol. 0, No., pp.5-9 (20) 5 A Study of Urelated Parallel-Mache Schedulg wth Deteroratg Mateace Actvtes to Mze the Total Copleto Te Suh-Jeq Yag, Ja-Yuar Guo, Hs-Tao Lee Departet of Idustral
More informationOptimizing Software Effort Estimation Models Using Firefly Algorithm
Joural of Software Egeerg ad Applcatos, 205, 8, 33-42 Publshed Ole March 205 ScRes. http://www.scrp.org/joural/jsea http://dx.do.org/0.4236/jsea.205.8304 Optmzg Software Effort Estmato Models Usg Frefly
More informationSettlement Prediction by Spatial-temporal Random Process
Safety, Relablty ad Rs of Structures, Ifrastructures ad Egeerg Systems Furuta, Fragopol & Shozua (eds Taylor & Fracs Group, Lodo, ISBN 978---77- Settlemet Predcto by Spatal-temporal Radom Process P. Rugbaapha
More informationWeb Service Composition Optimization Based on Improved Artificial Bee Colony Algorithm
JOURNAL OF NETWORKS, VOL. 8, NO. 9, SEPTEMBER 2013 2143 Web Servce Composto Optmzato Based o Improved Artfcal Bee Coloy Algorthm Ju He The key laboratory, The Academy of Equpmet, Beg, Cha Emal: heu0123@sa.com
More informationDynamic Service and Data Migration in the Clouds
2009 33rd Aual IEEE Iteratoal Computer Software ad Applcatos Coferece Dyamc Servce ad Data Mgrato the Clouds We Hao Departmet of Computer Scece Norther Ketucky Uversty haow1@ku.edu Abstract Cloud computg
More informationConstruction of a system scanning the movement of human upper limbs
Scetfc Jourals Martme Uversty of Szczec Zeszyty Naukowe Akadema Morska w Szczece 1, 3(14) z. 1 pp. 75 8 1, 3(14) z. 1 s. 75 8 Costructo of a system scag the movemet of huma upper lmbs Kaml Stateczy West
More informationTowards Network-Aware Composition of Big Data Services in the Cloud
(IJACSA) Iteratoal Joural of Advaced Computer Scece ad Applcatos, Towards Network-Aware Composto of Bg Data Servces the Cloud Umar SHEHU Departmet of Computer Scece ad Techology Uversty of Bedfordshre
More informationProceedings of the 2010 Winter Simulation Conference B. Johansson, S. Jain, J. Montoya-Torres, J. Hugan, and E. Yücesan, eds.
Proceedgs of the 21 Wter Smulato Coferece B. Johasso, S. Ja, J. Motoya-Torres, J. Huga, ad E. Yücesa, eds. EMPIRICAL METHODS OR TWO-ECHELON INVENTORY MANAGEMENT WITH SERVICE LEVEL CONSTRAINTS BASED ON
More informationResearch on the Evaluation of Information Security Management under Intuitionisitc Fuzzy Environment
Iteratoal Joural of Securty ad Its Applcatos, pp. 43-54 http://dx.do.org/10.14257/sa.2015.9.5.04 Research o the Evaluato of Iformato Securty Maagemet uder Itutostc Fuzzy Evromet LI Feg-Qua College of techology,
More informationStatistical Pattern Recognition (CE-725) Department of Computer Engineering Sharif University of Technology
I The Name of God, The Compassoate, The ercful Name: Problems' eys Studet ID#:. Statstcal Patter Recogto (CE-725) Departmet of Computer Egeerg Sharf Uversty of Techology Fal Exam Soluto - Sprg 202 (50
More informationDynamic Provisioning Modeling for Virtualized Multi-tier Applications in Cloud Data Center
200 IEEE 3rd Iteratoal Coferece o Cloud Computg Dyamc Provsog Modelg for Vrtualzed Mult-ter Applcatos Cloud Data Ceter Jg B 3 Zhlag Zhu 2 Ruxog Ta 3 Qgbo Wag 3 School of Iformato Scece ad Egeerg College
More informationVIDEO REPLICA PLACEMENT STRATEGY FOR STORAGE CLOUD-BASED CDN
Joural of Theoretcal ad Appled Iformato Techology 31 st Jauary 214. Vol. 59 No.3 25-214 JATIT & S. All rghts reserved. ISSN: 1992-8645 www.att.org E-ISSN: 1817-3195 VIDEO REPICA PACEMENT STRATEGY FOR STORAGE
More informationNetwork dimensioning for elastic traffic based on flow-level QoS
Network dmesog for elastc traffc based o flow-level QoS 1(10) Network dmesog for elastc traffc based o flow-level QoS Pas Lassla ad Jorma Vrtamo Networkg Laboratory Helsk Uversty of Techology Itroducto
More informationA particle Swarm Optimization-based Framework for Agile Software Effort Estimation
The Iteratoal Joural Of Egeerg Ad Scece (IJES) olume 3 Issue 6 Pages 30-36 204 ISSN (e): 239 83 ISSN (p): 239 805 A partcle Swarm Optmzato-based Framework for Agle Software Effort Estmato Maga I, & 2 Blamah
More informationDynamic Two-phase Truncated Rayleigh Model for Release Date Prediction of Software
J. Software Egeerg & Applcatos 3 63-69 do:.436/jsea..367 Publshed Ole Jue (http://www.scrp.org/joural/jsea) Dyamc Two-phase Trucated Raylegh Model for Release Date Predcto of Software Lafe Qa Qgchua Yao
More informationA Novel Resource Pricing Mechanism based on Multi-Player Gaming Model in Cloud Environments
1574 JOURNAL OF SOFTWARE, VOL. 9, NO. 6, JUNE 2014 A Novel Resource Prcg Mechasm based o Mult-Player Gamg Model Cloud Evromets Tea Zhag, Peg Xao School of Computer ad Commucato, Hua Isttute of Egeerg,
More informationSoftware Aging Prediction based on Extreme Learning Machine
TELKOMNIKA, Vol.11, No.11, November 2013, pp. 6547~6555 e-issn: 2087-278X 6547 Software Agg Predcto based o Extreme Learg Mache Xaozh Du 1, Hum Lu* 2, Gag Lu 2 1 School of Software Egeerg, X a Jaotog Uversty,
More informationResearch on Matching Degree of Resources and Capabilities of Enterprise Transformation Based on the Spatial Points Distance
Sed Orders for Reprts to reprts@bethamscece.ae The Ope Cyberetcs & Systemcs Joural, 05, 9, 77-8 77 Ope Access Research o Matchg Degree of Resources ad Capabltes of Eterprse Trasformato Based o the Spatal
More informationAN ALGORITHM ABOUT PARTNER SELECTION PROBLEM ON CLOUD SERVICE PROVIDER BASED ON GENETIC
Joural of Theoretcal ad Appled Iformato Techology 0 th Aprl 204. Vol. 62 No. 2005-204 JATIT & LLS. All rghts reserved. ISSN: 992-8645 www.jatt.org E-ISSN: 87-395 AN ALGORITHM ABOUT PARTNER SELECTION PROBLEM
More informationAlgorithm Optimization of Resources Scheduling Based on Cloud Computing
JOURNAL OF MULTIMEDIA, VOL. 9, NO. 7, JULY 014 977 Algorm Optmzato of Resources Schedulg Based o Cloud Computg Zhogl Lu, Hagu Zhou, Sha Fu, ad Chaoqu Lu Departmet of Iformato Maagemet, Hua Uversty of Face
More informationADAPTATION OF SHAPIRO-WILK TEST TO THE CASE OF KNOWN MEAN
Colloquum Bometrcum 4 ADAPTATION OF SHAPIRO-WILK TEST TO THE CASE OF KNOWN MEAN Zofa Hausz, Joaa Tarasńska Departmet of Appled Mathematcs ad Computer Scece Uversty of Lfe Sceces Lubl Akademcka 3, -95 Lubl
More informationThe Digital Signature Scheme MQQ-SIG
The Dgtal Sgature Scheme MQQ-SIG Itellectual Property Statemet ad Techcal Descrpto Frst publshed: 10 October 2010, Last update: 20 December 2010 Dalo Glgorosk 1 ad Rue Stesmo Ødegård 2 ad Rue Erled Jese
More informationAn Effectiveness of Integrated Portfolio in Bancassurance
A Effectveess of Itegrated Portfolo Bacassurace Taea Karya Research Ceter for Facal Egeerg Isttute of Ecoomc Research Kyoto versty Sayouu Kyoto 606-850 Japa arya@eryoto-uacp Itroducto As s well ow the
More informationDIGITAL AUDIO WATERMARKING: SURVEY
DIGITAL AUDIO WATERMARKING: SURVEY MIKDAM A. T. ALSALAMI * MARWAN M. AL-AKAIDI ** * Computer Scece Dept. Zara Prvate Uversty / Jorda ** School of Egeerg ad Techology - De Motfort Uversty / UK Abstract:
More informationOn Error Detection with Block Codes
BULGARIAN ACADEMY OF SCIENCES CYBERNETICS AND INFORMATION TECHNOLOGIES Volume 9, No 3 Sofa 2009 O Error Detecto wth Block Codes Rostza Doduekova Chalmers Uversty of Techology ad the Uversty of Gotheburg,
More informationCommercial Pension Insurance Program Design and Estimated of Tax Incentives---- Based on Analysis of Enterprise Annuity Tax Incentives
Iteratoal Joural of Busess ad Socal Scece Vol 5, No ; October 204 Commercal Peso Isurace Program Desg ad Estmated of Tax Icetves---- Based o Aalyss of Eterprse Auty Tax Icetves Huag Xue, Lu Yatg School
More informationRQM: A new rate-based active queue management algorithm
: A ew rate-based actve queue maagemet algorthm Jeff Edmods, Suprakash Datta, Patrck Dymod, Kashf Al Computer Scece ad Egeerg Departmet, York Uversty, Toroto, Caada Abstract I ths paper, we propose a ew
More informationSTATISTICAL PROPERTIES OF LEAST SQUARES ESTIMATORS. x, where. = y - ˆ " 1
STATISTICAL PROPERTIES OF LEAST SQUARES ESTIMATORS Recall Assumpto E(Y x) η 0 + η x (lear codtoal mea fucto) Data (x, y ), (x 2, y 2 ),, (x, y ) Least squares estmator ˆ E (Y x) ˆ " 0 + ˆ " x, where ˆ
More informationLow-Cost Side Channel Remote Traffic Analysis Attack in Packet Networks
Low-Cost Sde Chael Remote Traffc Aalyss Attack Packet Networks Sach Kadloor, Xu Gog, Negar Kyavash, Tolga Tezca, Nkta Borsov ECE Departmet ad Coordated Scece Lab. IESE Departmet ad Coordated Scece Lab.
More informationLocation Analysis Regarding Disaster Management Bases via GIS Case study: Tehran Municipality (No.6)
Urba - Regoal Studes ad Research Joural 3 rd Year No.10 - Autum 2011 Locato Aalyss Regardg Dsaster Maagemet Bases va GIS Case study: Tehra Mucpalty (No.6) M. Shoja Aragh. S. Tavallae. P. Zaea Receved:
More informationLoad and Resistance Factor Design (LRFD)
53:134 Structural Desg II Load ad Resstace Factor Desg (LRFD) Specfcatos ad Buldg Codes: Structural steel desg of buldgs the US s prcpally based o the specfcatos of the Amerca Isttute of Steel Costructo
More informationCH. V ME256 STATICS Center of Gravity, Centroid, and Moment of Inertia CENTER OF GRAVITY AND CENTROID
CH. ME56 STTICS Ceter of Gravt, Cetrod, ad Momet of Ierta CENTE OF GITY ND CENTOID 5. CENTE OF GITY ND CENTE OF MSS FO SYSTEM OF PTICES Ceter of Gravt. The ceter of gravt G s a pot whch locates the resultat
More informationThe Reliable Integrated Decision for Stock Price by Multilayer Integration Time-series of Coverage Reasonability
Proceedgs of the Iteratoal MultCoferece of Egeers ad Computer Scetsts 009 Vol I The Relable Itegrated Decso for Stock Prce by Multlayer Itegrato Tme-seres of Coverage Reasoablty Chu-M Hug ad Chu-Wu Yeh*
More informationProactive Detection of DDoS Attacks Utilizing k-nn Classifier in an Anti-DDos Framework
World Academy of Scece, Egeerg ad Techology Iteratoal Joural of Computer, Electrcal, Automato, Cotrol ad Iformato Egeerg Vol:4, No:3, 2010 Proactve Detecto of DDoS Attacks Utlzg k-nn Classfer a At-DDos
More informationNumerical Methods with MS Excel
TMME, vol4, o.1, p.84 Numercal Methods wth MS Excel M. El-Gebely & B. Yushau 1 Departmet of Mathematcal Sceces Kg Fahd Uversty of Petroleum & Merals. Dhahra, Saud Araba. Abstract: I ths ote we show how
More informationDiscrete-Event Simulation of Network Systems Using Distributed Object Computing
Dscrete-Evet Smulato of Network Systems Usg Dstrbuted Object Computg Welog Hu Arzoa Ceter for Itegratve M&S Computer Scece & Egeerg Dept. Fulto School of Egeerg Arzoa State Uversty, Tempe, Arzoa, 85281-8809
More informationAnalysis of real underkeel clearance for Świnoujście Szczecin waterway in years 2009 2011
Scetfc Jourals Martme Uversty of Szczec Zeszyty Naukowe Akadema Morska w Szczece 2012, 32(104) z. 2 pp. 162 166 2012, 32(104) z. 2 s. 162 166 Aalyss of real uderkeel clearace for Śwoujśce Szczec waterway
More informationA system to extract social networks based on the processing of information obtained from Internet
A system to extract socal etworks based o the processg of formato obtaed from Iteret av CANALETA a, Pablo ROS a, Alex VALLEJO b, Davd VERNET c, ad Agustí ZABALLOS b a Grup de Recerca e Sstemes Dstrbuïts
More informationON SLANT HELICES AND GENERAL HELICES IN EUCLIDEAN n -SPACE. Yusuf YAYLI 1, Evren ZIPLAR 2. yayli@science.ankara.edu.tr. evrenziplar@yahoo.
ON SLANT HELICES AND ENERAL HELICES IN EUCLIDEAN -SPACE Yusuf YAYLI Evre ZIPLAR Departmet of Mathematcs Faculty of Scece Uversty of Akara Tadoğa Akara Turkey yayl@sceceakaraedutr Departmet of Mathematcs
More informationContention-Free Periodic Message Scheduler Medium Access Control in Wireless Sensor / Actuator Networks
Coteto-Free Perodc Message Sceduler Medum Access Cotrol Wreless Sesor / Actuator Networks Tomas W. Carley ECE Departmet Uversty of Marylad tcarley@eg.umd.edu Moussa A. Ba Embedded Researc Solutos mba@embeddedzoe.com
More informationAgent-based modeling and simulation of multiproject
Aget-based modelg ad smulato of multproject schedulg José Alberto Araúzo, Javer Pajares, Adolfo Lopez- Paredes Socal Systems Egeerg Cetre (INSISOC) Uversty of Valladold Valladold (Spa) {arauzo,pajares,adolfo}ssoc.es
More informationFault Tree Analysis of Software Reliability Allocation
Fault Tree Aalyss of Software Relablty Allocato Jawe XIANG, Kokch FUTATSUGI School of Iformato Scece, Japa Advaced Isttute of Scece ad Techology - Asahda, Tatsuokuch, Ishkawa, 92-292 Japa ad Yaxag HE Computer
More informationANOVA Notes Page 1. Analysis of Variance for a One-Way Classification of Data
ANOVA Notes Page Aalss of Varace for a Oe-Wa Classfcato of Data Cosder a sgle factor or treatmet doe at levels (e, there are,, 3, dfferet varatos o the prescrbed treatmet) Wth a gve treatmet level there
More informationA Security-Oriented Task Scheduler for Heterogeneous Distributed Systems
A Securty-Oreted Tas Scheduler for Heterogeeous Dstrbuted Systems Tao Xe 1 ad Xao Q 2 1 Departmet of Computer Scece, Sa Dego State Uversty, Sa Dego, CA 92182, USA xe@cs.sdsu.edu 2 Departmet of Computer
More informationOptimization Model in Human Resource Management for Job Allocation in ICT Project
Optmzato Model Huma Resource Maagemet for Job Allocato ICT Project Optmzato Model Huma Resource Maagemet for Job Allocato ICT Project Saghamtra Mohaty Malaya Kumar Nayak 2 2 Professor ad Head Research
More informationAverage Price Ratios
Average Prce Ratos Morgstar Methodology Paper August 3, 2005 2005 Morgstar, Ic. All rghts reserved. The formato ths documet s the property of Morgstar, Ic. Reproducto or trascrpto by ay meas, whole or
More informationCapacitated Production Planning and Inventory Control when Demand is Unpredictable for Most Items: The No B/C Strategy
SCHOOL OF OPERATIONS RESEARCH AND INDUSTRIAL ENGINEERING COLLEGE OF ENGINEERING CORNELL UNIVERSITY ITHACA, NY 4853-380 TECHNICAL REPORT Jue 200 Capactated Producto Plag ad Ivetory Cotrol whe Demad s Upredctable
More informationA COMPARATIVE STUDY BETWEEN POLYCLASS AND MULTICLASS LANGUAGE MODELS
A COMPARATIVE STUDY BETWEEN POLYCLASS AND MULTICLASS LANGUAGE MODELS I Ztou, K Smaïl, S Delge, F Bmbot To cte ths verso: I Ztou, K Smaïl, S Delge, F Bmbot. A COMPARATIVE STUDY BETWEEN POLY- CLASS AND MULTICLASS
More informationANALYTICAL MODEL FOR TCP FILE TRANSFERS OVER UMTS. Janne Peisa Ericsson Research 02420 Jorvas, Finland. Michael Meyer Ericsson Research, Germany
ANALYTICAL MODEL FOR TCP FILE TRANSFERS OVER UMTS Jae Pesa Erco Research 4 Jorvas, Flad Mchael Meyer Erco Research, Germay Abstract Ths paper proposes a farly complex model to aalyze the performace of
More informationAP Statistics 2006 Free-Response Questions Form B
AP Statstcs 006 Free-Respose Questos Form B The College Board: Coectg Studets to College Success The College Board s a ot-for-proft membershp assocato whose msso s to coect studets to college success ad
More informationA Smart Machine Vision System for PCB Inspection
A Smart Mache Vso System for PCB Ispecto Te Q Che, JaX Zhag, YouNg Zhou ad Y Lu Murphey Please address all correspodece to Departmet of Electrcal ad Computer Egeerg Uversty of Mchga - Dearbor, Dearbor,
More informationROULETTE-TOURNAMENT SELECTION FOR SHRIMP DIET FORMULATION PROBLEM
28-30 August, 2013 Sarawak, Malaysa. Uverst Utara Malaysa (http://www.uum.edu.my ) ROULETTE-TOURNAMENT SELECTION FOR SHRIMP DIET FORMULATION PROBLEM Rosshary Abd. Rahma 1 ad Razam Raml 2 1,2 Uverst Utara
More informationMaximization of Data Gathering in Clustered Wireless Sensor Networks
Maxmzato of Data Gatherg Clustere Wreless Sesor Networks Taq Wag Stuet Member I We Hezelma Seor Member I a Alreza Seye Member I Abstract I ths paper we vestgate the maxmzato of the amout of gathere ata
More informationProbability Analysis for the Damage of Gravity Dam
Egeerg,, 3, 3-3 do:.436/eg..3436 Publshed Ole Aprl (http://www.scrp.org/oural/eg) Probablty Aalyss for the Damage of Gravty Dam Qag Xu, Jg L, Jayu Che, School of Cvl ad Hydraulc Eg., Dala Uversty of echology,
More informationDECISION MAKING WITH THE OWA OPERATOR IN SPORT MANAGEMENT
ESTYLF08, Cuecas Meras (Meres - Lagreo), 7-9 de Septembre de 2008 DECISION MAKING WITH THE OWA OPERATOR IN SPORT MANAGEMENT José M. Mergó Aa M. Gl-Lafuete Departmet of Busess Admstrato, Uversty of Barceloa
More informationRegression Analysis. 1. Introduction
. Itroducto Regresso aalyss s a statstcal methodology that utlzes the relato betwee two or more quattatve varables so that oe varable ca be predcted from the other, or others. Ths methodology s wdely used
More informationTESTING AND SECURITY IN DISTRIBUTED ECONOMETRIC APPLICATIONS REENGINEERING VIA SOFTWARE EVOLUTION
TESTING AND SECURITY IN DISTRIBUTED ECONOMETRIC APPLICATIONS REENGINEERING VIA SOFTWARE EVOLUTION Cosm TOMOZEI 1 Assstat-Lecturer, PhD C. Vasle Alecsadr Uversty of Bacău, Romaa Departmet of Mathematcs
More informationConstrained Cubic Spline Interpolation for Chemical Engineering Applications
Costraed Cubc Sple Iterpolato or Chemcal Egeerg Applcatos b CJC Kruger Summar Cubc sple terpolato s a useul techque to terpolate betwee kow data pots due to ts stable ad smooth characterstcs. Uortuatel
More informationUse our free Wifi! Network: Masteravond Password: tilburg2016. Program flyer. Master s information evening
Use our free Wf! Network: Masteravod Password: tlburg2016 Program flyer formato eveg Aprl 7, 2016 Welcome to Tlburg Uversty Welcome! We are very happy to welcome you to our campus o ths formato eveg! We
More information