STOCHASTIC ASSESSMENT OF TERRESTRIAL LASER SCANNER MEASUREMENTS TO IMPROVE DATA REGISTRATION INTRODUCTION

Size: px
Start display at page:

Download "STOCHASTIC ASSESSMENT OF TERRESTRIAL LASER SCANNER MEASUREMENTS TO IMPROVE DATA REGISTRATION INTRODUCTION"

Transcription

1 SOCHASIC ASSESSMEN OF ERRESRIAL LASER SCANNER MEASUREMENS O IMPROVE DAA REGISRAION Isma Ekhahy *, M.S. Wofgang Nemee, Pof. Insttut fü Geodäse und Photogammete ehnshe Unvestät Baunshweg Gaußstaße, 386 Baunshweg, Gemany.ekhahy@tu-bs.de w.nemee@tu-bs.de ABSRAC he egstaton of pont ouds that ae aqued fom mutpe vewponts s a fundamenta task fo ase sanne data poessng. o egste the smutaneous adjaent sans, evey san has spea tagets attahed onto the objet(s) ke pan eto-efetve, bak-whte tagets as we as suh tagets, whh have we-known geometa 3D shapes (e.g. sphees, panes, yndes, et.). hese tagets o shapes ae used as andmaks and the 3D ente oodnates ae modeed fom the ase sanne pont ouds n a oa oodnate system. o tansfom a the adjaent sans to a efeene san, the east squaes souton was used as a fttng agothm to fnd the paametes of the mode tansfomaton. Athough, east stohast modeng fo data egstaton s st a dffut task to aompsh n pate, both funtona and stohast modes need to be aefuy defned. In ths pape the mxed east squae souton was used to auate the tansfomaton paametes. Usng ths mode, the oodnates of egstaton tagets n eft and ght sans ae onsdeed as obsevatons. he advantage of ths appoah s gvng the same egstaton taget dffeent weghts n evey two adjaent sans. A stohast assessment poedue has been deveoped to take nto aount the ange between the sanne and the egstaton tagets n the eft and ght san. A ompason between uent study esuts and othe ommea avaabe softwae (Cyone 5., Austas and Panda) ndated that the eabty of the estmated tansfomaton paametes between the adjaent sans s mpoved. INRODUCION Hgh esouton tpod-mounted ase sannes ae used fo ahtetue, vtua eaty, hetage doumentaton, pesevaton and ots of v engneeng appatons. he maket offes a ot of teesta ase sannes wth (LS) dffeent system spefatons. 3D ase sannes ae assfed nto dffeent ways, but a the sanne ae vey sma to the efeto ess tota staton. Eah suveyng pojet an be dvded nto thee majo steps: data aquston, data poessng and data vsuazaton. Most of the pojets w be sanned n sevea sans that must be put togethe n a ommon efeene oodnate system. he tem egstaton o mathng ae used to desbe the same task; the egstaton of eah san nto a pedefned oodnate system s usuay pefomed by usng gound onto ponts (GCPs) whh used n Photogammet method. Dependng on eonoma, manufatue, tehna o pata easons, (LS's) data oud be egsteed by one of the foowng methods:. Fo egstaton to a pedefned oodnate system: fx the oodnates of the egstaton tagets fom tota staton gound oodnate system (GCPs) and tansfom the oa oodnates of evey san to t. he dsadvantage of ths method s usng an exta nstument (tota staton) whh w ase the ost of the pojets.. Fo egstaton to a oa oodnate system, If thee ae te ponts avaabe Fx the oodnate system fo the fst san and tansfom a the neghboung sans nto the fst one. But a the sans must be oveapped. he man dawbak of the seond method s that sans must oveapped * Coespondng Autho ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

2 n a age pat, but t s pefeabe n some appatons whee the egstaton tagets usng (GCPs) ae dffut to aheve. If thee s no set of te ponts fom the ate ase, many tehnques oud be used to auate tansfomaton paametes and these tehnques depend on wthe a set of te ponts avaabe o not. If thee ae no te ponts avaabe, estabshng a set of oespondng ponts fom two data sets an be used (J. Bes et a., 99). Anothe tehnque (Djkman et a., ) by mathng dffeent sufae modes. Wth these two tehnques a the sans must be oveapped dung sannng step. None of the two tehnques s desgned to egste data smutaneousy. If we have a set of te ponts o egstaton tagets the east squaes oud be used to auate the tansfomaton paametes. he east squaes souton povdes a set of quaty paametes fo the unknowns whh measue the goodness of the ft. A. Bak-whte pan taget B. Cya aget C. Sphee tagets Fgue. Regstaton tagets. Lase Sannes ae sphea measuement systems that measue the aea of nteest wth a vey hgh fequeny. Fo eah pont one obque dstane ρ and two othogona anges θ and α ae measued, togethe wth the addtonay egsteed ntensty of the etunng sgna dstane. Eah pont s desbed n a thee dmensona oa oodnate system. he geomet eaton between these measuements and thee-dmensona nfomaton of the sannng ponts an be auated fom equaton. x snθ snα = y ρ osθ snα y osα () whee x, y and z ae oud pont oodnate, ρ s the sope dstane between ase sanne nstument and objet, θ s the hozonta ange and α s the veta ange. Bak sghtng a taget annot be aed out by usng (LS). It ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

3 sans a the objets n hs fed of vew. In data poessng step, oodnates of the egstaton tagets s known when usng a spea poessng agothms. Some of (LSs) spea tagets (see fgue ) an be dstbuted n the fed of vew befoe san poess. hese tagets ae nethe eto-efetve no made fom spea mateas. he 3- D oodnates extated by some (LS) data poessng softwae, fo exampe (Lea HDS Cyone 5. and Z+F ase onto v6.6..). 3-D oodnates fo pan tagets oud be aso measued wth a tota staton n a gound oodnate system befoe o afte the sannng poess fo the egstaton pupose. Auay of aqung the oodnates of egstaton tagets depends on the auay of the measuements ( ρ,θ and α ). he dstane auay s nfuened by sevea paametes. he man paametes ae the sufae popetes (e.g. matea, oughness, and oo), the ange of ndene and the dstane. he pesent atmosphee (tempeatue, a pessue) an aso nfuene the dstane auay. he auay of the fna ompete san objet w depends on the auay of the tansfomaton paametes between a the sans. he auay of aqung the oodnates of egstaton tagets depends on the ange between the sanne and the tagets and aso the dstbuton of these tagets aodng to fed of vew of the sanne. wo types of spea egstaton tagets have been used n ths wok. Fst type s bak-whte and seond type s poystyene sphees, the sufae oud ponts wee expoted and the ente oodnates ae ftted by usng east squaes souton. Estmaton of tansfomaton paametes oud be soved ethe by usng the ombned o paamet east squaes adjustment poedue. In ths pape, the ombned mode s utzed based on assumng set of tagets oodnates n adjaent two efeene systems ae obsevatons. A stohast assessment poedue has been deveoped to take nto aount the ange between the sanne and the egstaton tagets n the eft and ght san. Resuts of tansfomaton paametes fom the used egstaton tagets have been ompaed. Dffeent stohast modes wee empoyed wth the east squaes souton. REGISRAION MODEL he egstaton of eah san wod n any pojet s edued to the omputaton of a 3D onfoma tansfomaton. he east squaes egstaton agothm has been used to auate the egstaton paametes. Assumng that two sans and the oodnates of the egstaton tagets n two adjaent sans ae avaabe, t s equed to tansfom one of the two sans onened (e.g. the ght one ) nto the nne efeene system of the fst san (e.g. the eft one) as shown n fgue (). Assume we have the oodnates n the two systems as foowng: X = [, X, Y, Z, ] and x = [, x, y, z, ] whee X oodnate veto fo denta te tagets fom eft san and x oodnate veto fo denta te tagets fom ght san. Sae fato s not assumed between the adjaent sans, assumng the ase sanne nstument s abated befoe takng the measuements. he eaton between the two oodnate systems usng sx tansfomaton paametes w be as foowng. X Y Z = x y z x y z () whee: x, y, z ae tansatons of the ogn n the x, y, z detons and s the otaton matx. he defntons of the eements of the otaton matx s gven as foowng. ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

4 = osφ osκ = osω snκ + snω snφ snκ 3 = snω snκ osω snφ osκ = osφ snκ = osω osκ snω snφ snκ = snω osκ osω snφ snκ 3 + = snφ 3 = snω osφ 3 33 = osω osφ whee ω,φ and κ ae otatons about the x, y, z axes espetvey. Fgue. Coodnate tansfomatons of mut- sannng pont ouds. ansfomaton of oodnates an be ethe nea o non-nea. In nea souton ase, the unknown s numbe w be tweve (nne fom otaton eements matx and thee tansaton) afte negetng the nfuene of the sae fato between the adjaent sans. heefoe the numbe of egstaton tagets to be measued fo evey adjaent san shoud be fou, but a hghe numbe s stongy eommended to nease the numea stabty and eabty of the souton. Fo non-nea souton, oodnates of mnmum thee taget ponts n evey adjaent sans s equed to ompute the egstaton paametes o the oentaton to the objet system but an appoxmaton vaues fo the paametes ae vey mpotant. Consdeng ony two sans to egste, the obsevatons w be the oodnates of the taget ponts fom the two sans. Fo evey egstaton taget thee equatons ae equed n the mathemata mode as foow: f f f ( x + y + z ) X L ( x + y + z ) YL ( x + y + z ) Z L = x + 3 = y + 3 = z (3) (4) 3 (5) ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

5 hs mode an be soved usng the ombned east squaes adjustment mode, whh has the foowng mathemata mode: ( ˆ, xˆ ) = f (6) whee ˆ s the veto of adjusted obsevatons, xˆ s the veto of adjusted tansfomaton paametes. Wth the ombned east squaes adjustment souton the stohast mode o the vaane-ovaane matx w take the fom: σ x C Q σ (7) = σ X whee σ x and σ X ae ovaane matx of obsevatons and ndates that a ovanes ae zeo. he weght matx of the obsevatons w take the foowng fom Qx P = Q = (8) Qx Assumng that the set of oodnates n the fst san wod ae eo ess (fxed), aso equaton () oud be soved by usng the paamet east squaes adjustment mode whh take the foowng fom: ˆ = f ( xˆ) (9) he stohast mode o the vaane-ovaane matx w onsde ony the obsevaton fom the ght san, aso the weght matx of the obsevatons w take the foowng fom: [ ] P Q Q () = = x Detas of ombned east squaes souton an be found esewhee (Nemee, ). Appoxmate ansfomaton Paametes Lneazaton of the equatons need sx appoxmate vaues fo the sx unknown paametes (thee otatons anges and tansaton veto) of eah mode to the goba efeene system, beause the equatons of the tansfomaton ae not nea, and a east squaes teatve souton s apped. Many agothms an be found n teatue, to oveome ths dffuty, e.g. based on quatenon (Sanso. F, 973), othogona poustes anayss (Benat et a., ) and veto ageba (Dewtt, 996). In ths wok the appoxmaton paametes have been auated usng the onept of (Dewtt, 996) the otaton anges ae detemned n seven steps: ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

6 . Seet the thee geometay stongest ponts whh wdey dstbuted base. A fomua fo the squae of the attude s gven by the equaton h a + b = b ( ) () a whee h s attude fo evey thee ponts, a, b and ae the engths of the tange see fgue 3. Fgue 3. Attude fom ongest sde and noma veto to pane Compute the noma vetos at the stongest ponts n the two sans. 3. Detemne tt and azmuth fo the noma n eah san fom equatons and 3. = tt tan + 9 () k + j azmuth = tan (3) j 4. Pefom an nta otaton of ponts n the two sans usng oespondng vaues of tt and azmuth. 5. Detemne swng by dffeene n azmuths fo the ommon ne. 6. Combne the two tts, two azmuths, and one swng nto one ovea otaton matx. 7. Fom otaton matx and ompute vaues fo ω,φ and κ. ansfomaton equaton s nea n tems of tansaton veto nta vaues ae not equed. Howeve, t oud be auated by eaange the equaton and auate a the vaues of tansaton veto. ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

7 ES FIELD In ode to test the egstaton agothm and get the esuts, ase system IMAGER 53 fom the Zoe+Foehh ompany has been used to san the oss seton Wenden (about 5 ko mete away fom Baunshweg ty ente). he sanned aea s appoxmatey 5m (W) x 4m (L). abe. Image 53 System Spefatons. Measuement tehnque phase shft Veta Fed of Vew: 3 Hozonta Fed of Vew: 36 Veta Resouton:.8 Hozonta Resouton.9 Veta Auay. ms Hozonta Auay:. ms Max. veta sannng speed :, pm Max. numbe of pxes veta 5, Max. numbe of pxes hozonta: 8, Sannng tme (8, x 8, 4 se. pxe mage, tota fed of vew) Fgue 4. he ase system IMAGER 53. Fgue 5. Coss seton Wenden, dstbuton of sphee tagets and two san postons. Fgue 4 and tabe desbe the sanne system and the tehna spefatons. Fo the egstaton pupose, bak -whte pane squae tagets pnted wth sze DIN A4 have been paed and aso uneebated 4 poystyene ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

8 sphees wth spea hode. Fgue 5 desbes the two postons of the san and the dstbuton of the 4 sphee egstaton tagets. Fo the two san postons, two ASCII fes fom the softwae Z+F Lase onto have been egsteed, one fe pe san; *.zfs fe wth szes: 6 and 57MB. Fgue 6 shows the two sans expoted fom the softwae Z+F Lase onto wth an ntensty mage. A. Left san B. Rght san Fgue 6. Intensty mages of the sans. Extatng Coodnates of Regstaton agets he sannng pogam Z+F Lase onto has a spea on to fnd ony the bak-whte tagets. o do ths, the use shoud manuay fnd and adjust the mouse as ose as possbe to the oss whh sepaate the bak-whte n the taget. A measued tagets have been abeed and the oodnates expoted nto the ASCII fes 4 oumns pont numbe x, y, z. hs opeaton shoud be done n evey san. abe shows the tansfomaton paametes and fttng quaty by usng the best 5 bak-whte tagets ustated. Aso, the tansfomaton paametes fom some avaabe softwae s ae ompaed, these softwae s ae Lea Geosystems HDS Cyone 5. s 3D pont oud poessng softwae fo ase sanne obsevaton. Austas s a softwae system fo automated off-ne dgta ose ange photogammet mage measuement, oentaton tanguaton and senso abaton. Panda s a pogam fo the adjustment of the netwoks and defomaton anayss wh eenty deveoped fo handng D-, D- and 3D-netwoks n engneeng suveyng (Nemee et a., 99). abe shows the esuts of the egstaton usng ou mode and ts fttng quaty as we as the esut fom Cyone, Austas and Panda softwae. We noted that no quaty fttng to desbe the goodness of the paametes when usng Cyone softwae, the dffeenes n the otaton anges ω, φ and κ wee 6'57'', 9'55'' and '8'', espetvey, aso the dffeenes n tansaton veto x, y and z wee 8.4, 6.8 and 3. mm, espetvey. he foowng seton w ove the auaton o modeng the ente of a sphee to use t as a te ponts between the adjaent sans fo the uent study. Fttng a Sphee to Pont Couds fo Data Regstaton he two sans data wee mpoted fom *.zfs data to *.mp data by usng Cyone 5.. Wth ths pogam t s possbe to wok wth 3D wndows to seet and expot the oud ponts fo evey sphee nto ASCII fes 4 oumns (x, y, z, ntensty). Sphees sanned fom dffeent postons n dffeent sans ae used as thee-dmensona tagets. he man advantage of the sphea tagets s the vewng fom any ase standpont. In ou tests, 4 poystyene sphees wth nun abated adus about 5 m. ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

9 abe. ansfomaton paametes and fttng quaty by usng bak-whte tagets Paametes Fttng quaty of the paametes Ou souton Cyone Austas& Panda Ou souton Cyone Austas& Panda ω - 6'4'' - 33''' - 6'4'' 359'' na * 3'' φ '6'' - ''' '6'' 77'' na 58'' κ -44 '39'' -44 '47'' 44 '39'' 59'' na 4'' x m m m 3.9 mm na 6. mm y m m m 7.5 mm na 6. mm z.8 m.797 m.8 m.7 mm na 8.5 mm o be abe to use the sphees, the paametesaton shoud not depend on the sphee wthe t s paty ouded o not. A sphee an be desbed as foows: he adus ( ) he ente o-odnates (, ) x y, z Fndng the paametes of a sphee s an teatve poess, theefoe, nta vaues have to be detemned befoehand. he adus and the ente of the sphee an be soved fom the foowng equaton: ( x x ) + ( y y ) + ( z z ) = (4) x y, z x y, z Whee:, Cente oodnate,, Sufae oodnates fo the sphees fom ase sanne. hs method s based on mnmzng the mean squae dstane fom the sphee to the data ponts. Sne ths s a nonnea pobem, nta vaues ae needed fo the paametes of the sphee. v = ( x x ) + ( y y ) + ( z z ) (5) Appoxmate vaues fo the paametes ae povded by (Ebey, D.999) agothm. he poposed agothm has been mpemented n C++ pogam, n ode to auate the paametes of sphee. he foowng two fgues desbe the eaton between the dstane fom the sphee tagets to the sanne and the ente oodnates auay. Fgue 7 epesents the eaton between the auay of ente oodnates of modeed 4 sphees fom two sans. he esuts show good eaton between the ange fom the sanne and the auay of sphee paametes. * na means not avaabe by the softwae ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

10 9 8 5 StDev_x Auay of ente oodnates (mm) StDev_x StDev_y StDev_z StDev_xyz Auay of ente oodnates (mm) 4 3 StDev_y StDev_z StDev_xyz Range fom the sanne (m) Range fom the sanne (m) A. San B. San Fgue 7. Auay of ente oodnates of modeed sphees aodng to the ange fom Lase sanne. Stohast Assessment fo aget Coodnates Lase sanne obsevatons ae ontamnated by sevea knds of eos and bases, namey, the sufae popetes (e.g. matea, oughness and oo), the ange of ndene and the dstane between the sanne and the taget. Aso fo ong ange appatons the pesent atmosphee (tempeatue and a pessue) nfuenes the dstane auay. Due to the ompex natue of these eos, goous modeng, n genea, annot be aheved.he emanng eo omponents must be modeed stohastay though the east squae stohast mode (the obsevaton ovaane matx). he vaanes (dagona eements of the ovaane matx) desbe the statsta quaty whe the ovaane (off-dagona eements) desbes the oeaton between the obsevatons. he eatve auay 3D oodnates of te ponts whh used n data egstaton s aounted by weghtng the moe pese one hghe than the ess one. Equaton 6 shows a mode of the eatve weght matx fo one te pont whh has 3D oodnates fom two adjaent san. ρ P = ρ ρ ρ ρ ρ (6) whee ρ s the ange between the sanne and egstaton taget n ght san and ρ the ange between the sanne and the same egstaton taget n eft san. Aodng to the assumpton that the vaane of ente oodnates of the sphee te taget s popotona to the ange between the sphee ente and the sanne, thee anddates o modes fom the eatve weght matx wee used wth the east squae souton to auate tansfomaton paametes and the mpat on the quaty of the unknowns that wee anaysed: An dentty weght matx (Equa weghts) P =. he ange between the sanne and the taget dependent (.e. σ = σ x = σ y = σ z ange ). he ange squae between the sanne and the taget dependent (.e. σ = σ = σ = σ ange ). x y z ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

11 Wth the ast two eatve weght modes, the nfuene of the ess pese te pont s edued and the moe pese s neased that means bette esuts fo the data egstaton s expeted. abe 3. ansfomaton paametes and the fttng quaty by usng sphees tagets. Equa weghts Paametes Weghted ange Weghted ange Fttng quaty of the paametes Equa weghts Weghted ange Weghted ange ω - 6'4'' - 6'4'' - 6'4'' 53'' 7'' 86'' φ - '45'' - '46'' - '46'' 39'' 3'' 6'' κ -44 4'57'' -44 4'54'' -44 4'47'' '' 9'' 3'' x m 4.44 m m 9. mm 7.7 mm 7. mm y m m m.7 mm 9.5 mm 8.8 mm z.955 m.955 m.955 m. mm.4mm 9.8 mm abe 3 shows the tansfomaton paametes and the fttng quaty by usng thee dffeent eatve weght matx modes. he ange squae dependant mode gave the best esuts. CONCLUDING REMARKS In ths pape, a bakgound about the agothms and some tehnques fo data egstaton has been pesented. he ombned east squaes as a method fo data egstaton has been used to auate the tansfomaton paametes. It maxmzes the auay of the ompete 3D san mode by aowng eah ndvdua oodnate of egstaton tagets n both goba and oa systems to be weghted. A ea test has been aed out n ode to evauate the egstaton paametes and the fttng quaty by usng two types fom spea egstaton tagets (bak-whte and poystyene sphee tagets). By usng the softwae Z+F Lase onto, t s possbe to extat manuay the 3D nfomaton fo the bak-whte tagets. Agothms fo fttng a sphee to pont ouds to be used fo data egstaton wee aso pesented. est esuts wth ea data have been done, esuts fom ou souton and some ase sanne data poessng softwae suh as, Cyone 5., Austas and Panda, wee ompaed. Aodng to the egstaton tagets type, the sphee tagets gave the best esuts. he auay of extatng sphee paametes s ange dependent. By usng ange wth the eatve weght matx whh used n ombned mode to auate tansfomaton paametes between adjaent san the esuts ae mpoved. REFERENCES Austas use s manua, (5). Bahndof, J. (5). Veknüpfung von LaseSans, 65. DVW-Semna eestshes Lasesannng (LS). Band 48, Wßne-Veag, Augsbug. Benat, A., Cosa, F., (). Geneazed Poustes Anayss fo Sze and Shape 3-D Objet Reonstutons. In: Guen, A., Kahmen, H. (Eds.), Opta 3-D Measuement ehnques V, Venna, pp Bes, P.J. and MKay, N.D., (99). A Method fo Regstaton of 3-D Shapes. IEEE ansatons on Patten Anayss and Mahne Integene, 4(): Cyone use s manua, Deembe. Dewtt, B. (996). Inta appoxmaton fo the thee-dmensona onfoma oodnate tansfomaton. Photogamet Engneeng and Remote Sensng, 6: Djkman, S.., van den Heuve, F.A., (). Sem Automat Regstaton of Lase sanne Data. IAPRS, XXXIV- 5: -7. ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

12 Ebey, D. (999). Least Squaes Fttng of Data. In: sft.pdf, aessed mash 3. Ekhahy, I. and Nemee, W. (6). Fttng sphee tagets and the mpat on data egstaton auay fo eesta ase sanne. Ffth Intenatona symposum uksh-geman Jont Geodet Days. Mah 9-3, Ben, Gemany. Ekhahy, I. and Nemee, W. (6). Optmzaton and Stength Aspets fo the Geoefeenng Data wth eesta ase sanne. 3 d IAG Symposum on Geodesy fo Geotehna Stutua Engneeng and the th FIG Defomaton Measuement Symposum. Fabo, R. (3). Fom pont oud to sufae the modeng and vsuazaton pobem. Intenatona Ahves of Photogammety, Remote Sensng and Spata Infomaton Senes, XXXIV-5/W Godon, S,J. and D.D. Lht, (4). eesta ase sannes wth a naow fed of vew: the effet on 3D eseton souton. Suvey Revew, 37(9). Johansson, M. () Expoaton nto the Behavou of hee Dffeent Hgh-Resouton Gound-Based Lase Sannes n the But Envonment. Poeedngs of the CIPA WG 6 Intenatona Wokshop on Sannng fo Cutua Hetage Reodng. Ken, F. (3). Automatsete Modeeung von Bauweksgeometen aus 3D-Lasesanne-Daten. PhD thess, U Baunshweg, Insttut fü Geodäse und Photogammete, Gemany. Lea Geosystems HDS Cyone 5.: 3D Pont Coud Poessng Softwae fo Suveyos and Engnees. Saon, M. and Foan, G. (3). Independent Mode anguaton of eesta Lase Sanne Data. he Intenatona Ahves of the Photogammety, Remote Sensng and Spata Infomaton Senes, XXXIV, Pat 5/W. Nemee, W. (). Ausgehungsehnung. Ben-New Yok: Wate de Guyte. Nemee, W. and engen, D. (99). PANDA he Softwae Pakage fo Pese Engneeng Netwoks. Po. nd Aeeat. Wokshop, DESY, Hambug. Nemee, W., homsen, S. and Shäfe, M. (). 3-D Geometeefassung mt eestshen Lase- sannen. In Luhmann,. (Ed.), Photogammete und Lasesannng Anwendung fü As-But- Dokumentaton und Faty-Management, (pp. 5-6), Hedebeg. Hebet Whmann. Nemee, W. and Wd, P. (995). Ensatz von Lasesannen fü de Efassung von Gebäudegeometen. In Shade, B. (Ed.), Gebäudenfomatonssysteme, (pp ), Stuttgat. Konad Wttwe. Shftenehe DVW. Sanso, F. (973). An exat souton of the oto-tansaton pobem. Photogammeta, 9, Shemme, H. (996). Gundagen de Sensok. Hedebeg, Gemany: Whmann. Stage, R. (3). eesta ase sannng tehnoogy, systems and appatons. nd FIG Regona Confeene Maakeh, Mooo. Z+F LaseConto, (5). ASPRS 6 Annua Confeene Reno, Nevada May -5, 6

COMPARISON BETWEEN LOOK-AND-MOVE AND VISUAL SERVO CONTROL USING SIFT TRANSFORMS IN EYE-IN-HAND MANIPULATOR SYSTEM

COMPARISON BETWEEN LOOK-AND-MOVE AND VISUAL SERVO CONTROL USING SIFT TRANSFORMS IN EYE-IN-HAND MANIPULATOR SYSTEM Copyght Poeedngs of COBEM by ABCM 9 Copyght 9 by ABCM th Intenatonal Congess of Mehanal Engneeng Novembe 5-, 9, Gamado, RS, Bazl COMPARISON BETWEEN LOO-AND-MOVE AND VISUAL SERVO CONTROL USING SIFT TRANSFORMS

More information

Fuzzy Membership Function Based on Structural Information of Data Fang-Zhi ZHU a, Hui-Ru WANG b, Zhi-Jian ZHOU c,*

Fuzzy Membership Function Based on Structural Information of Data Fang-Zhi ZHU a, Hui-Ru WANG b, Zhi-Jian ZHOU c,* 06 Intenatona Confeence on Sevce Scence, Technoogy and Engneeng (SSTE 06 ISBN: 978--60595-35-9 Fuzzy Membeshp Functon Based on Stuctua Infomaton of Data Fang-Zh ZHU a, Hu-Ru WANG b, Zh-Jan ZHOU c,* Coege

More information

FUNDAMENTALS OF RADIOMETRY

FUNDAMENTALS OF RADIOMETRY 1 FUNDAMENTALS OF RADIOMETRY Lectue 5 Radomety 2 Quanttatve measuement of the popetes of EM adaton nteacton wth matte o emsson fom t Radomety deals wth total EM adaton We extend the concept of adans n

More information

ONE-STEP AND TWO-STEP CALIBRATION OF A PORTABLE PANORAMIC IMAGE MAPPING SYSTEM

ONE-STEP AND TWO-STEP CALIBRATION OF A PORTABLE PANORAMIC IMAGE MAPPING SYSTEM Intenational Ahives of the Photogammety, emote Sensing and Spatial Infomation Senes, Volume XXXIX-B1, 2012 XXII ISPS Congess, 25 August 01 Septembe 2012, elboune, Austalia ONE-STEP AND TWO-STEP CALIBATION

More information

A SAS Macro for Finding Optimal k-means Clustering in One Dimension with Size Constraints

A SAS Macro for Finding Optimal k-means Clustering in One Dimension with Size Constraints Pape SD-02 A SAS Maco fo Fndng Optmal k-means Clusteng n One Dmenson wth Sze Constants Fengao Hu, Geoga Regents Unvesty; Robet E. Johnson, Vandeblt Unvesty ABSTRACT Wang and Song (2011) poposed a k-means

More information

GENERAL MODEL FOR AIRBORNE AND SPACEBORNE LINEAR ARRAY SENSORS

GENERAL MODEL FOR AIRBORNE AND SPACEBORNE LINEAR ARRAY SENSORS GENERAL MODEL FOR AIRBORNE AND SPAEBORNE LINEAR ARRAY SENSORS Danela Pol Insttute of Geodesy and Photogammety, Swss Fedeal Insttute of Technology, Zuch, Swtzeland danela@geod.baug.ethz.ch KEY WORDS: Oentaton,

More information

within a 3 X 3 pixel neighborhood. Haralick [6] and Zuniga and Haralick [17] compute edge direction information from a cubic

within a 3 X 3 pixel neighborhood. Haralick [6] and Zuniga and Haralick [17] compute edge direction information from a cubic 508 ntegated Detonal Devatve Gadent Opeato OSCAR A. ZUNGA, MEMBER, EEE, AND ROBERT M. FELLOW, EEE HARALCK, Abstat -Auate edge deton nfomaton s equed n many mage poessng applatons. A vaety of opeatos foomputng

More information

arxiv: v1 [math.co] 21 Jan 2016

arxiv: v1 [math.co] 21 Jan 2016 PROOF OF BIJECTION FOR COMBINATORIAL NUMBER SYSTEM axv:60.05794v [math.co] Jan 06 ABU BAKAR SIDDIQUE, SAADIA FARID, AND MUHAMMAD TAHIR Abstact. Combnatoal numbe system epesents a non-negatve natual numbes

More information

A modal estimation based multitype sensor placement method

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

More information

Refraction Ray Normal

Refraction Ray Normal Ray Nomal wave cests θ Bounday θ θ θ less dense, n1 moe dense, n2 (>n1) Moe Smply: θ θ Note: (Lght) Rays bend towads the nomal when gong fom a egon of low ndex of efacton to a egon of hgh ndex of efacton

More information

Chapter 09.00D Physical Problem for Optimization Computer Engineering

Chapter 09.00D Physical Problem for Optimization Computer Engineering hapte 9.D Phsal Poblem o Optmaton ompte Engneeng Poblem Statement An mage s a olleton o ga level vales at a set o pedetemned stes knon as pels hh ae aanged n an aa. hese ga level vales ae also knon as

More information

Outlier Detection in 3D Coordinate Transformation with Fuzzy Logic

Outlier Detection in 3D Coordinate Transformation with Fuzzy Logic Acta Montanstca Slovaca Ročník 7 (22), číslo, -8 Outle Detecton n 3D Coodnate ansfomaton wth Fuzzy Logc Yasemn Ssman, Aslan Dlave 2 and Sebahattn Bektas Coodnate measuements nevtably contan outles that

More information

COMBINATION OF DISTANCE DATA WITH HIGH RESOLUTION IMAGES

COMBINATION OF DISTANCE DATA WITH HIGH RESOLUTION IMAGES COMBINATION OF DISTANCE DATA WITH HIGH RESOLUTION IMAGES R. Reulke a HU-Belin, Compute Vision, 199 Belin, Gemany- eulke@infomatik.hu-belin.de Commission V, WG V/5 KEY WORDS: Vision, Fusion, Camea, Sanne,

More information

EPIPOLAR RESAMPLING OF HIGH RESOLUTION SATELLITE IMAGERY

EPIPOLAR RESAMPLING OF HIGH RESOLUTION SATELLITE IMAGERY EPIPOLAR RESAMPLING OF HIGH RESOLUTION SATELLITE IMAGERY Tetsu Ono, Gaduate Schoo of Engineeing, Koto Univesit, Yoshida-Honmachi, Sako-ku, Koto 606-801, JAPAN, ono@jf.gee.koto-u.ac.jp ABSTRACT This pape

More information

Enhance the Alignment Accuracy of Active Shape Models Using Elastic Graph Matching

Enhance the Alignment Accuracy of Active Shape Models Using Elastic Graph Matching Enhance the Algnment Accuacy of Actve Shape Models Usng Elastc Gaph Matchng Sanqang Zhao 1,, Wen Gao, Shguang Shan, Baoca Yn 1 1) Multmeda and Intellgent Softwae Technology Lab, Beng Unvesty of Technology,

More information

Effectiveness evaluation of electronic warfare command and control system based on grey AHP method

Effectiveness evaluation of electronic warfare command and control system based on grey AHP method Avalable onlne www.jocp.com Jounal of hemcal and Phamaceutcal Reseach, 014, 6(7):535-54 Reseach Atcle ISSN : 0975-7384 ODEN(USA) : JPR5 Effectveness evaluaton of electonc wafae command and contol system

More information

Adjusting the Contact Surface of Forming Tools in Order to Compensate for Elastic Deformations during the Process

Adjusting the Contact Surface of Forming Tools in Order to Compensate for Elastic Deformations during the Process Adjustng the Contact Suface of Fomng Tools n Ode to Compensate fo Elastc Defomatons dung the Pocess Knut Goßmann, Hajo Weme, Andè Hadtmann, Las Pente, Sebastan Kechenbaue Insttute fo Machne Tools and Contol

More information

ARTICULATED MOTION ANALYSIS FROM MOTION CAPTURE DATA

ARTICULATED MOTION ANALYSIS FROM MOTION CAPTURE DATA ARICULAED MOION ANALYSIS FROM MOION CAPURE DAA J. Fayad, A. Del Bue and P. M. Q. Agua 3. ABSRAC We pesent computatonal methods to extact and model dffeent onts of a genec subect, n an automatc way. he

More information

AN EXPLICIT GROWTH MODEL OF THE STEREO REGION GROWING ALGORITHM FOR PARALLEL PROCESSING

AN EXPLICIT GROWTH MODEL OF THE STEREO REGION GROWING ALGORITHM FOR PARALLEL PROCESSING Intenatonal Achves of Photogammety, Remote Sensng and Spatal Infomaton Scences, Vol. XXXVIII, Pat 5 AN EXPLICIT GROWTH MODEL OF THE STEREO REGION GROWING ALGORITHM FOR PARALLEL PROCESSING Dongoe Shn*,

More information

Planar Curve Representation and Matching

Planar Curve Representation and Matching Plana Cuve Repesentaton and Matchng Mahe Al-Khayat and Fahad Kamanga Compute Scence and Engneeng Depatment Unvesty of Texas at Alngton Alngton, Texas 7609, USA [al-khay kamanga]@cse.uta.edu Abstact In

More information

Performance Evaluation of WDM LAN s with Propagation Delay Constraint Analysis

Performance Evaluation of WDM LAN s with Propagation Delay Constraint Analysis Pefomance Evaluaton of WD AN s wth Popagaton Dela Constant Analss IOANNI E. POUNOURAKI Depatment of Electcal & Compute Engneeng Natonal echncal Unvest of Athens 57 73 Zogaphou, Athens GREECE Abstact: -In

More information

Examples 4.2 and 4.3

Examples 4.2 and 4.3 Exampe 4.2 Exampes 4.2 an 4.3 Consie a 6-Hz synchonous machine with the foowing pu paametes:.7 k.49.64.96.65.742.65.3.526.54 k k.55 H 2.37 s.5 Obseve that this is a oun oto machine because =, ~, an >.

More information

Image Enhancement in the Spatial Domain. Spatial Domain

Image Enhancement in the Spatial Domain. Spatial Domain 8-- Spatial Domain Image Enhancement in the Spatial Domain What is spatial domain The space whee all pixels fom an image In spatial domain we can epesent an image by f( whee x and y ae coodinates along

More information

Distributed Dynamic Capacity Contracting: An overlay congestion pricing framework for differentiated-services architecture

Distributed Dynamic Capacity Contracting: An overlay congestion pricing framework for differentiated-services architecture Distibuted Dynamic apacity ontacting: An oveay congestion picing famewok fo diffeentiated-sevices achitectue Muat Yukse Shivkuma Kayanaaman Anuj Goe Rensseae Poytechnic Institute oy NY yuksem@cspiedu shivkuma@ecsepiedu

More information

Optimal Allocation of Multi-Platform Sensor Resources for Multiple Target Tracking

Optimal Allocation of Multi-Platform Sensor Resources for Multiple Target Tracking 4th Internatona Conference on Informaton Fuson Chcago, Inos, USA, Juy 5-8, 0 Optma Aocaton of Mut-Patform Sensor Resources for Mutpe Target Tracng Gary Asns Space and Arborne Systems Raytheon Company E

More information

FAST AND ROBUST IMAGE FEATURE MATCHING METHODS FOR COMPUTER VISION APPLICATIONS

FAST AND ROBUST IMAGE FEATURE MATCHING METHODS FOR COMPUTER VISION APPLICATIONS FAST AND ROBUST IMAGE FEATURE MATCHING METHODS FOR COMPUTER VISION APPLICATIONS Vom Fachbeech fü Physk und Eektotechnk de Unvestät Bemen zu Eangung des akademschen Gades enes Dokto-Ingeneu (D.-Ing.) genehmgte

More information

Robust Proper Clustering Structure Fuzzy Modeling for Function Approximation

Robust Proper Clustering Structure Fuzzy Modeling for Function Approximation Robust Pope lusteng Stuctue Fuzzy Modelng fo Functon Appoxmaton hh-hng Hsao Depatment of Electcal Engneeng Kao Yuan Unvesty Kaohsung ounty,tawan RO hsao@ooneentustedutw Shun-Feng Su Depatment of Electcal

More information

INVARIANT DESCRIPTOR LEARNING USING A SIAMESE CONVOLUTIONAL NEURAL NETWORK

INVARIANT DESCRIPTOR LEARNING USING A SIAMESE CONVOLUTIONAL NEURAL NETWORK ISPRS Annas of the Photogammety, Remote Sensng and Spata Infomaton Scences, Voume III-3, 016 XXIII ISPRS Congess, 1 19 Juy 016, Pague, Czech Repubc INVARIANT DESCRIPTOR LEARNING USING A SIAMESE CONVOLUTIONAL

More information

Fast laser scan matching approach based on adaptive curvature estimation for mobile robots P. Núñez,R.Vázquez-Martín, A. Bandera andf.

Fast laser scan matching approach based on adaptive curvature estimation for mobile robots P. Núñez,R.Vázquez-Martín, A. Bandera andf. Robotia (2009) volume 27, pp. 469 479. 2008 Cambidge Univesity Pess doi:10.1017/s0263574708004840 Pinted in the United Kingdom Fast lase san mathing appoah based on adaptive uvatue estimation fo mobile

More information

An Assessment of the Efficiency of Close-Range Photogrammetry for Developing a Photo-Based Scanning Systeminthe Shams Tabrizi Minaret in Khoy City

An Assessment of the Efficiency of Close-Range Photogrammetry for Developing a Photo-Based Scanning Systeminthe Shams Tabrizi Minaret in Khoy City Austalian Jounal of Basic and Applied Sciences, 5(1): 80-85, 011 ISSN 1991-8178 An Assessment of the Efficiency of Close-Range Photogammety fo Developing a Photo-Based Scanning Systeminthe Shams Tabizi

More information

Real Time Face Recognition Using Polynomial Regression and Sub-region Color Component Distribution

Real Time Face Recognition Using Polynomial Regression and Sub-region Color Component Distribution Real Tme Face Recognton Usng Polynomal Regesson and Sub-egon Colo Component Dstbuton Manshanka Mondal, Md. Almas Hossan, Md. Matu Rahman, Kamul Hasan Talukde* Compute Scence and Engneeng Dscplne Khulna

More information

NODAL AND LOOP ANALYSIS TECHNIQUES. Develop systematic techniques to determine all the voltages and currents in a circuit NODE ANALYSIS

NODAL AND LOOP ANALYSIS TECHNIQUES. Develop systematic techniques to determine all the voltages and currents in a circuit NODE ANALYSIS NODAL AND LOOP ANALYSS TECHNQUES LEANNG GOALS NODAL ANALYSS LOOP ANALYSS Develop systematic techniques to determine all the voltages and currents in a circuit NODE ANALYSS One of the systematic ways to

More information

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

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

More information

Volumetric Textures. Esteban W. Gonzalez Clua 1 Marcelo Dreux 2

Volumetric Textures. Esteban W. Gonzalez Clua 1 Marcelo Dreux 2 Volumetc Textues Esteban W. Gonzalez Clua 1 Macelo Deux 2 1 PUC-Ro - Depatment of Compute Scence Rua Maquês de São Vcente, 255, 22443-900, Ro de Janeo, RJ, Bazl esteban @nf.puc-o.b 2 PUC-RIO Mechancal

More information

Point-Cloud-to-Point-Cloud Technique on Tool Calibration for Dental Implant Surgical Path Tracking

Point-Cloud-to-Point-Cloud Technique on Tool Calibration for Dental Implant Surgical Path Tracking Pont-Cloud-to-Pont-Cloud Technque on Tool Calbaton fo Dental Implant Sugcal Path Tackng Auanuch Losakul, Jackt Suthakon and Chanja Snthanayothn Abstact Dental mplant s nomally used n posthetc dentsty.

More information

Rigid Body Segmentation and Shape Description from Dense Optical Flow Under Weak Perspective

Rigid Body Segmentation and Shape Description from Dense Optical Flow Under Weak Perspective , VOL. 19, NO. 2, FEBRUARY 1997 139 Rgd Body Segmentaton and Shape Descpton fom Dense Optcal Flow Unde Weak Pespectve Joseph Webe and Jtenda Malk Abstact We pesent an algothm fo dentfyng and tackng ndependently

More information

Dense pointclouds from combined nadir and oblique imagery by object-based semi-global multi-image matching

Dense pointclouds from combined nadir and oblique imagery by object-based semi-global multi-image matching Dense pointclouds fom combined nadi and oblique imagey by object-based semi-global multi-image matching Y X Thomas Luhmann, Folkma Bethmann & Heidi Hastedt Jade Univesity of Applied Sciences, Oldenbug,

More information

Perfect Bayesian Equilibrium in Extensive- Form Games Ù

Perfect Bayesian Equilibrium in Extensive- Form Games Ù Pefect Bayesian Equiibium in Extensive-Fom Games Page Pefect Bayesian Equiibium in Extensive- Fom Games Ù Intoduction Bayes Requiement Bayes Requiement Bayes Requiement 5 Bayes Requiement 4 6 A Refinement

More information

Illumination methods for optical wear detection

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

More information

ISyE 4256 Industrial Robotic Applications

ISyE 4256 Industrial Robotic Applications ISyE 456 Industial Robotic Applications Quiz # Oct. 9, 998 Name This is a closed book, closed notes exam. Show wok fo poblem questions ) ( pts) Please cicle one choice fo each item. a) In an application,

More information

IMAGE-GUIDED NON-LOCAL DENSE MATCHING WITH THREE-STEPS OPTIMIZATION

IMAGE-GUIDED NON-LOCAL DENSE MATCHING WITH THREE-STEPS OPTIMIZATION IMAGE-GUIDED NON-LOCAL DENSE MATCHING WITH THREE-STEPS OPTIMIZATION Xu Huang a, Yongjun Zhang a, *, Zhaoxi Yue a a Schoo of Remote Sensing and Infomation Engineeing, Wuhan Univesity, Wuhan, Hubei, China

More information

Control of Mobile Robots

Control of Mobile Robots Conto of Mobie obots efeences: -. Siegwat and I.. Noubakhsh, Intoduction to Autonomous Mobie obots, MIT, 004 (Chaps.,3. - S. G. Tzafestas, Intoduction to Mobie obot Conto, Esevie, 013. 1 Tpes of Mobie

More information

IP Network Design by Modified Branch Exchange Method

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

More information

An Object Based Auto Annotation Image Retrieval System

An Object Based Auto Annotation Image Retrieval System Poceedngs of the 5th WSEAS Intenatonal Confeence on Telecommuncatons and Infomatcs, Istanbul, Tukey, May 27-29, 2006 (pp509-54) An Obect Based Auto Annotaton Image Reteval System Pe-Cheng Cheng, Been-Chan

More information

Controlled Information Maximization for SOM Knowledge Induced Learning

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

More information

Frequency Domain Approach for Face Recognition Using Optical Vanderlugt Filters

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

More information

Fuzzy Clustering to the Detection of Defects from Nondestructive Testing

Fuzzy Clustering to the Detection of Defects from Nondestructive Testing SETIT 005 3 rd Internatona Conferene: Senes of Eetron, Tehnooges of Informaton and Teeommunatons Marh 7-3, 005 TUNISIA Fuzzy Custerng to the Deteton of Defets from Nondestrutve Testng Hasanzadeh R.P.R.

More information

Fault Tolerant Routing For Wireless Sensor Grid Networks

Fault Tolerant Routing For Wireless Sensor Grid Networks Fault oleant Routng Fo Weless Senso Gd etwoks Xn-ng Huang, Jng Deng 2, Jng a and Zeyu Wu Depatment of Electcal Engneeng 2 Depatment of Compute Scence Unvesty of ew Oleans, ew Oleans, A 7048, USA Abstact

More information

Recognizing Facial Expressions Based on Gabor Filter Selection

Recognizing Facial Expressions Based on Gabor Filter Selection Recognzng Facal Expessons Based on Gabo Flte Selecton Zang Zhang, Xaomn Mu, Le Gao School of Infomaton Engneeng Zhengzhou Unvest Zhengzhou, Chna Abstact Recognton of human emotonal state s an mpotant component

More information

Satellite Image Analysis

Satellite Image Analysis Satellite Image Analysis Chistian Melsheime Apil 25, 2012 The lab on satellite image analysis deals with a vey typical application, the extaction of land use infomation. Stating point is an image ecoded

More information

Parametric Study on Pile-Soil Interaction Analyses By Overlaying Mesh Method

Parametric Study on Pile-Soil Interaction Analyses By Overlaying Mesh Method Parametrc Stdy on Pe-So Interacton nayses y Overayng Mesh Method. Ohta & F. Mra Yamagch Unversty, Japan SUMMRY: The overayng mesh method (OMM) s an anaytca approach that overaps two or more ndependent

More information

THE MODELLING OF INVOLUTE TEETH GENERATION, WITH THE RELATIVE GENERATING TRAJECTORIES METHOD

THE MODELLING OF INVOLUTE TEETH GENERATION, WITH THE RELATIVE GENERATING TRAJECTORIES METHOD THE MODELLING OF INVOLUTE TEETH GENERATION, WITH THE RELATIVE GENERATING TRAJECTORIES METHOD Vgl Gabel TEODOR 1, Ncuşo BAROIU 1, Flon SUSAC 1 and Ncolae OANCEA 1 ABSTRACT: The modellng of a cul of sufaces

More information

(a, b) x y r. For this problem, is a point in the - coordinate plane and is a positive number.

(a, b) x y r. For this problem, is a point in the - coordinate plane and is a positive number. Illustative G-C Simila cicles Alignments to Content Standads: G-C.A. Task (a, b) x y Fo this poblem, is a point in the - coodinate plane and is a positive numbe. a. Using a tanslation and a dilation, show

More information

Dynamic Optimization of Structures Subjected to Earthquake

Dynamic Optimization of Structures Subjected to Earthquake IACSIT Intenatonal Jounal of Engneeng and Technology, Vol. 8, No. 4, August 06 Dynamc Optmzaton of Stuctues Subjected to Eathquake Aleza Lavae and Aleza Lohasb Abstact To educe the oveall tme of stuctual

More information

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

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

More information

Heterogeneous Isotropic BRDFs. Homogeneous BRDF. Spatially Varying BRDF. Approaches - Sampling. Approaches - Illumination

Heterogeneous Isotropic BRDFs. Homogeneous BRDF. Spatially Varying BRDF. Approaches - Sampling. Approaches - Illumination Couse 0 Realistic Mateials in Compute Gaphics Heteogeneous Isotopic s Henik P.A. Lensch Stanfo Univesity Homogeneous Spatially Vaying Appoaches - Sampling Appoaches - Illumination ense sampling fo each

More information

A LIGHT SCATTERING METHOD TO MEASURE REAL-TIME PARTICULATE EMISSIONS

A LIGHT SCATTERING METHOD TO MEASURE REAL-TIME PARTICULATE EMISSIONS A Lght Scatteng Method to Measue Real-tme Patculate Emssons Rose Gong & Keyn Wllams 6 th Austalasan Tanspot Reseach Foum Wellngton New Zealand -3 Octobe 003 A LIGHT SCATTERING METHOD TO MEASURE REAL-TIME

More information

2. PROPELLER GEOMETRY

2. PROPELLER GEOMETRY a) Fames of Refeence 2. PROPELLER GEOMETRY 10 th Intenational Towing Tank Committee (ITTC) initiated the pepaation of a dictionay and nomenclatue of ship hydodynamic tems and this wok was completed in

More information

Geometric Calibration of the CAMIS Sensor

Geometric Calibration of the CAMIS Sensor Geometi Calibation of the CAMIS Senso Abdullatif Alhath & James Bethel Geomatis Aea, Shool of Civil Engineeing Pudue Univesit Septembe 00 Pesentation Outline 1 Intodution: Reseah Objetives Senso Desiption

More information

EXTENDING GENERALIZED HOUGH TRANSFORM TO DETECT 3D OBJECTS IN LASER RANGE DATA

EXTENDING GENERALIZED HOUGH TRANSFORM TO DETECT 3D OBJECTS IN LASER RANGE DATA ISPRS Woksho on Lase Sanning 007 and SilviLase 007, Esoo, Setembe -4, 007, Finland ETENDING GENERALIED HOUGH TRANSFORM TO DETET 3D OBJETS IN LASER RANGE DATA Kouosh Khoshelham Otial and Lase Remote Sensing

More information

Recognition of Shapes for Object Retrieval in Image Databases by Discrete Curve Evolution and Two Consecutive Primitive Edges

Recognition of Shapes for Object Retrieval in Image Databases by Discrete Curve Evolution and Two Consecutive Primitive Edges Poceedngs of the Intenatonal MultConfeence of Engnees and Compute Scentsts 009 Vol I IMECS 009 Mach 8-0 009 Hong Kong Recognton of Shapes fo Object Reteval n Image Databases by Dscete Cuve Evoluton and

More information

Optics Communications

Optics Communications Optis Communiations 284 (2011) 80 87 Contents lists available at SieneDiet Optis Communiations jounal homepage: www.elsevie.om/loate/optom Multi-fous image fusion using a bilateal gadient-based shapness

More information

Soochow University: Description and Analysis of the Chinese Word Sense Induction System for CLP2010

Soochow University: Description and Analysis of the Chinese Word Sense Induction System for CLP2010 Soochow Unvesty: Descpton and Analyss of the Chnese Wod Sense Inducton System fo CLP2010 Hua Xu Bng Lu Longhua Qan Guodong Zhou Natual Language Pocessng Lab School of Compute Scence and Technology Soochow

More information

ADDING REALISM TO SOURCE CHARACTERIZATION USING A GENETIC ALGORITHM

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

More information

Comparing performance of SRAMT-LE vs other layered encoding schemes regarding TCP friendliness

Comparing performance of SRAMT-LE vs other layered encoding schemes regarding TCP friendliness Compang pefomance of SRAMT-LE vs othe layeed encodng schemes egadng TCP fendlness Chstos Bouas, Apostolos Gkamas Reseach Academc Compute Technology Insttute, 61 Rga Feaou St, GR-26221 Patas, Geece Compute

More information

Tufts University Math 13 Department of Mathematics November 14, :00 noon to 1:20 pm

Tufts University Math 13 Department of Mathematics November 14, :00 noon to 1:20 pm Tufts Univesit Math 3 Depatment of Mathematics Novembe, Eam : noon to : pm Instuctions: No calculatos, notes o books ae allowed. Unless othewise stated, ou must show all wok to eceive full cedit. Simplif

More information

Advanced Algorithms for Location-Based Smart Mobile Augmented Reality Applications

Advanced Algorithms for Location-Based Smart Mobile Augmented Reality Applications Avalable onlne at www.scencedect.com Poceda Compute Scence 00 (2016) 000 000 www.elseve.com/locate/poceda The 13th Intenatonal Confeence on Moble Systems and Pevasve Computng (MobSPC 2016) Advanced Algothms

More information

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors We ae IntechOpen, the wold s leadng publshe of Open Access books Bult by scentsts, fo scentsts 3,900 116,000 10 Open access books avalable Intenatonal authos and edtos Downloads Ou authos ae among the

More information

A Neural Network Model for Storing and Retrieving 2D Images of Rotated 3D Object Using Principal Components

A Neural Network Model for Storing and Retrieving 2D Images of Rotated 3D Object Using Principal Components A Neual Netwok Model fo Stong and Reteving 2D Images of Rotated 3D Object Using Pncipal Components Tsukasa AMANO, Shuichi KUROGI, Ayako EGUCHI, Takeshi NISHIDA, Yasuhio FUCHIKAWA Depatment of Contol Engineeng,

More information

Computer Technology MSIS 22:198:605 Homework 1

Computer Technology MSIS 22:198:605 Homework 1 Compute Techology MSIS 22:198:605 Homewok 1 Istucto: Faid Alizadeh Due Date: Moday Septembe 30, 2002 by midight Submissio: by e-mail See below fo detailed istuctios) last updated o Septembe 27, 2002 Rules:

More information

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

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

More information

Simultaneous Position, Velocity, Attitude, Angular Rates, and Surface Parameter Estimation Using Astrometric and Photometric Observations

Simultaneous Position, Velocity, Attitude, Angular Rates, and Surface Parameter Estimation Using Astrometric and Photometric Observations Smultaneous Poston, Velocty, Atttude, Angula Rates, and Suface Paamete Estmaton Usng Astometc and Photometc Obsevatons Chales J. Wettee and C. Channng Chow Pacfc Defense Solutons, LLC Khe, Hawa, USA jac.wettee@pacfcds.com

More information

Journal of Engineering Science and Technology Review 7 (1) (2014) Research of Anti-Noise Image Salient Region Extraction Method

Journal of Engineering Science and Technology Review 7 (1) (2014) Research of Anti-Noise Image Salient Region Extraction Method Jest Jounal of Engneeng Scence and echnology Revew 7 () (04) 43 47 JOURNAL OF Engneeng Scence and echnology Revew www.jest.og Reseach of Ant-Nose Image Salent Regon Extacton Method Bng XU,*, Shy XIE and

More information

Topological Characteristic of Wireless Network

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

More information

COVERAGE BASED DENSITY ESTIMATION STRATEGY FOR VANET

COVERAGE BASED DENSITY ESTIMATION STRATEGY FOR VANET Intenatonal Jounal of Advanced Compute Technology (IJACT) ISSN:319-7900 COVERAGE BASED DENSITY ESTIMATION STRATEGY FOR VANET Chun-Chh Lo, Depatment of Compute Scence and Infomaton Engneeng, Natonal Cheng

More information

Calibrating a single camera. Odilon Redon, Cyclops, 1914

Calibrating a single camera. Odilon Redon, Cyclops, 1914 Calbratng a sngle camera Odlon Redon, Cclops, 94 Our goal: Recover o 3D structure Recover o structure rom one mage s nherentl ambguous??? Sngle-vew ambgut Sngle-vew ambgut Rashad Alakbarov shadow sculptures

More information

Interactive NURBS Tutorial in Virtual Reality

Interactive NURBS Tutorial in Virtual Reality Inteacte NURBS Ttoal n Vtal Realty Eng 477 Poect Fa Octobe 10 2006 Edmond Nadle enadle@mch.ed 734 913-6970 Eng 477 Poect Fa Octobe 10 2006 Eng 477 Poect Fa Octobe 10 2006 NURBS Ces and Sfaces = Non-Unfom

More information

Goniocolorimetry: from measurement to representation in the CIELAB color space

Goniocolorimetry: from measurement to representation in the CIELAB color space Gonocolomety: fom measuement to epesentaton n the CIELAB colo space Lonel Smonot PHYMAT: Physque des Matéaux, UMR CNRS 6630, Boulevad Mae et Pee Cue, BP 179, 8696 Futuoscope Chasseneul Cedex, Fance Coespondng

More information

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

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

More information

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

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

More information

Improved Fourier-transform profilometry

Improved Fourier-transform profilometry Impoved Fouie-tansfom pofilomety Xianfu Mao, Wenjing Chen, and Xianyu Su An impoved optical geomety of the pojected-finge pofilomety technique, in which the exit pupil of the pojecting lens and the entance

More information

Interactive Rendering of Deforming NURBS Surfaces

Interactive Rendering of Deforming NURBS Surfaces EUROGRAHICS 97 / D. Fellne and L. Szmay-Kalos Volume 6, (997), Numbe 3 (Guest Edtos) Inteactve Rendeng of Defomng NURBS Sufaces Fedeck W. B. L Rynson W. H. Lau Mak Geen Compute Gaphcs and Meda Laboatoy

More information

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

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

More information

Prof. Feng Liu. Fall /17/2016

Prof. Feng Liu. Fall /17/2016 Pof. Feng Liu Fall 26 http://www.cs.pdx.edu/~fliu/couses/cs447/ /7/26 Last time Compositing NPR 3D Gaphics Toolkits Tansfomations 2 Today 3D Tansfomations The Viewing Pipeline Mid-tem: in class, Nov. 2

More information

A Bayesian Approach toward Active Learning for Collaborative Filtering

A Bayesian Approach toward Active Learning for Collaborative Filtering A Bayesan Appoach towad Actve Leanng fo Collaboatve Flteng Rong Jn Depatment of Compute Scence and Engneeng Mchgan State Unvesty ong@cse.cmu.edu Abstact Collaboatve flteng s a useful technque fo eplotng

More information

MULTI-TEMPORAL AND MULTI-SENSOR IMAGE MATCHING BASED ON LOCAL FREQUENCY INFORMATION

MULTI-TEMPORAL AND MULTI-SENSOR IMAGE MATCHING BASED ON LOCAL FREQUENCY INFORMATION Intenational Achives of the Photogammety Remote Sensing and Spatial Infomation Sciences Volume XXXIX-B3 2012 XXII ISPRS Congess 25 August 01 Septembe 2012 Melboune Austalia MULTI-TEMPORAL AND MULTI-SENSOR

More information

THE HIERARCHICAL MODEL OF INTERACTION BETWEEN INTELLIGENT AGENTS IN THE MANET CONTROL SYSTEMS

THE HIERARCHICAL MODEL OF INTERACTION BETWEEN INTELLIGENT AGENTS IN THE MANET CONTROL SYSTEMS UDC 6.396.4 THE HIERARCHICAL MODEL OF INTERACTION BETWEEN INTELLIGENT AGENTS IN THE MANET CONTROL SYSTEMS Oleg Ya. Sova Valey A. Romanyuk Mltay Insttute of Telecommuncatons and Infomatzaton Kyv Ukane Dmyto

More information

FUZZY ARTMAP AND NEURAL NETWORK APPROACH TO ONLINE PROCESSING OF INPUTS WITH MISSING VALUES

FUZZY ARTMAP AND NEURAL NETWORK APPROACH TO ONLINE PROCESSING OF INPUTS WITH MISSING VALUES FUZZY ARTMAP AD EURAL ETWORK APPROACH TO OLIE PROCESSIG OF IPUTS WITH MISSIG VALUES F.V. elwamondo* and T. Mawala* * School of Electcal and Infomaton Engneeng, Unvesty of the Wtwatesand, Johannesbug, Pvate

More information

THE SOLID IMAGE: a new concept and its applications

THE SOLID IMAGE: a new concept and its applications THE SOLID IMAGE: a new concept and its applications Leando Bonaz ( # ), Segio Dequal ( # ) ( # ) Politecnico di Toino - Dipatimento di Geoisose e Teitoio C.so Duca degli Abuzzi, 4 119 Toino Tel. +39.11.564.7687

More information

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors

We are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors We ae IntechOpen, the wold s leadng publshe of Open Access books Bult by scentsts, fo scentsts 3,500 108,000 1.7 M Open access books avalable Intenatonal authos and edtos Downloads Ou authos ae among the

More information

DATA DIMENSIONALITY REDUCTION METHODS FOR ORDINAL DATA

DATA DIMENSIONALITY REDUCTION METHODS FOR ORDINAL DATA DATA DIMENIONALITY REDUCTION METHOD FOR ORDINAL DATA Matn Pokop Hana Řezanková Abstact Fom questonnae suvey we fequently get data, the values ae expessed n odnal (e.g. Lket) scale. The questonnae contans

More information

AN ARTIFICIAL NEURAL NETWORK -BASED ROTATION CORRECTION METHOD FOR 3D-MEASUREMENT USING A SINGLE PERSPECTIVE VIEW

AN ARTIFICIAL NEURAL NETWORK -BASED ROTATION CORRECTION METHOD FOR 3D-MEASUREMENT USING A SINGLE PERSPECTIVE VIEW Ma 8, 9 and 30, 1997 Le Ceusot, Bougogne, FRANCE AN ARIFICIAL NEURAL NEWORK -BASED ROAION CORRECION MEHOD FOR 3D-MEASUREMEN USING A SINGLE PERSPECIVE VIEW Kauko Väinämö, Juha Röning Depatment of Electical

More information

Beyond a Simple Physically Based Blinn-Phong Model in Real-Time

Beyond a Simple Physically Based Blinn-Phong Model in Real-Time Pactcal Physcally Based Shadng n Flm and Game Poducton: Beyond a Smple Physcally Based Blnn-Phong Model n Real-Tme. Intoducton Yoshhau Gotanda t-ace, Inc. http://eseach.t-ace.com/ We pesented ou mplementaton

More information

CS 5114: Theory of Algorithms. Sorting. Insertion Sort. Exchange Sorting. Clifford A. Shaffer. Spring 2010

CS 5114: Theory of Algorithms. Sorting. Insertion Sort. Exchange Sorting. Clifford A. Shaffer. Spring 2010 Depatment of Compute Science Viginia Tech Backsbug, Viginia Copyight c 10 by Ciffod A. Shaffe 3 4 5 7 : Theoy of Agoithms Tite page : Theoy of Agoithms Ciffod A. Shaffe Sping 10 Ciffod A. Shaffe Depatment

More information

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

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

More information

Detection and Recognition of Alert Traffic Signs

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

More information

User Specified non-bonded potentials in gromacs

User Specified non-bonded potentials in gromacs Use Specified non-bonded potentials in gomacs Apil 8, 2010 1 Intoduction On fist appeaances gomacs, unlike MD codes like LAMMPS o DL POLY, appeas to have vey little flexibility with egads to the fom of

More information

index.pdf March 20,

index.pdf March 20, ndex.pdf March 20, 20 ITI 2. Introducton to omputng II Impementaton -2-: usng an nner cass We use an nner cass to create the terators: Marce Turcotte Schoo of Informaton Technoogy and Engneerng Iterator

More information

Monte Carlo Techniques for Rendering

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

More information

Strictly as per the compliance and regulations of:

Strictly as per the compliance and regulations of: Global Jounal of HUMAN SOCIAL SCIENCE Economics Volume 13 Issue Vesion 1.0 Yea 013 Type: Double Blind Pee Reviewed Intenational Reseach Jounal Publishe: Global Jounals Inc. (USA) Online ISSN: 49-460x &

More information