3D MODELING OF SMALL OBJECTS USING MACRO LENS IN DIGITAL VERY CLOSE RANGE PHOTOGRAMMETRY
|
|
|
- Silvia Phillips
- 9 years ago
- Views:
Transcription
1 Intenational Achives of Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVIII, Pat 5 Commission V Symposium, Newcastle upon Tyne, UK. 3D MODELING OF SMALL OBJECTS USING MACRO LENS IN DIGITAL VERY CLOSE RANGE PHOTOGRAMMETRY H. Yanagi a, H. Chikatsu b a Achitectue, Civil and Building Envionmental Engineeing, Gaduate School of Advanced Science and Technology, Tokyo Denki Univesity, Hatoyama, Hiki-gun, Saitama , JAPAN - [email protected] b Depatment of Civil and Envionmental Engineeing, Tokyo Denki Univesity, Hatoyama, Hiki-gun, Saitama , JAPAN - [email protected] Commission V, WG V/ KEY WORDS: Maco lens, Zoom lens, Digital vey close ange photogammety, 3D modeling, TIN, Small object ABSTRACT: Recently, the documentation and visualization of vaious cultual assets have been eceiving attention. Fo example, a small Buddha less than cm in height and located in the womb of a lage Buddha is consideed as a cultual asset. In this study, the authos have consideed the use of maco lens to pefom digital vey close ange photogammety fo small objects. It was demonstated that a maco lens is suitable fo the documentation of small objects. In ode to evaluate 3D modeling in digital vey close ange photogammety, tiplet images of a dime (diamete: 7. mm) wee taken using a maco lens. This pape pesents the ability of a maco lens fo 3D modelling in digital vey close ange photogammety.. INTRODUCTION Recently, digital documentation of cultual assets has been eceiving attention. Small objects such as an extemely small Buddha that was located in the womb of a cm tall Buddha ae categoized as cultual assets. In ode to document small cultual assets, convenient 3D measuements ae equied. Theefoe, we have concentated on the development of convenient 3D measuement softwae called 3DiVision by using consume gade digital cameas (Chikatsu et al., 6). A steeomicoscope has been used in dental eseach (Mitchell et al., 989), and an enlaged image was captued using a non-metic camea with an extension tube (Hintz et al., 987). Howeve, a zoom lens o a maco lens has geneally been used fo ecoding cultual assets o fo industial measuement. In geneal, zoom lenses ae used fo captuing enlaged images. Howeve, thee ae still poblems elated to the use of a zoom lens in the digital documentation of small objects. These poblems include the instability of camea calibation that occus as a esult of the changes in the focal length and shap imaging, which is caused by the depth of field. On the othe hand, maco lenses have the ability to captue a shap image of a small object fom the viewpoint of the woking distance. In ode to evaluate the effectiveness of maco lenses in digital vey close ange photogammety, a maco lens and a zoom lens wee mounted on a digital single lens eflex camea. A compaative evaluation of the zoom lens and the maco lens has been discussed at the beginning of this pape. In geneal, halation is an impotant issue in 3D modeling. Theefoe, 3D modeling using a maco lens is discussed in the latte pat of this pape with espect to halation.. EXPERIMENT Table lists the specifications of the zoom lens and the maco lens that wee used in this investigation. These lenses wee mounted on Canon EOS D. Camea Zoom Lens Maco Lens Canon EOS D 8. megapixels; CMOS Senso size:.5 5 mm EF4-5 mm F4L IS USM Focal length: 4~5 mm F: 4 EFmm F.8 MACRO USM Focal length: mm F:.8 Table. Specifications of camea and lenses The white squae in Figue shows the aea that was consideed in this study. The black cicula tagets wee manufactued with an accuacy of ±.5 mm. The diamete of each cicula taget was cm, and the tagets wee aanged at intevals of 4 mm. The height of the cental tagets (3 ows in the cente) was 5 mm. GCPs (gound contol points) and check points wee aanged as shown in Figue. The pixel coodinates fo these points wee obtained as the aea gavity by using image pocessing pocedues. Figue. Test taget 67
2 Relative accuacy 相 対 精 度 Intenational Achives of Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVIII, Pat 5 Commission V Symposium, Newcastle upon Tyne, UK. / 55 / 5 / 45 / 4 GCPs Check points Figue. GCPs and check points 3. CAMERA CALIBRATION The following 7th polynomial function with decenting distotions is a well-known lens distotion model known as the Bownian model (Bown, 97). Howeve, it is also well known that k and k 3 in a zoom lens do not show significant influence (Wiley & Wong, 995). Futhemoe, the decenting distotion is esolved as pincipal point offsets (Fase & Al- Ajlouni, 6). Theefoe, the 3d polynomial function, which is shown in equation (), is used in this investigation. x x x ( k k k3 ) p( x ) p x y y y y ( k k k3 ) p ( y ) px y x y whee x and y ae the coected image coodinates; x' and y', image coodinates; k, k, and k 3, coefficients of adial distotion; and p and p, coefficients of decenting distotion. is the adial distance fom the pincipal points. x 3 x x k y 3 y y k 4. VERIFICATION OF ZOOM AND MACRO LENSES 4. Relationship between apetue value and accuacy The depth of field depends on the pincipal distance and the apetue value of the lens. Fo the 3D modeling of cultual assets, in paticula, it is impotant to adjust the depth of field fo each obtained image. Howeve, appopiate imaging modes can be used to achieve supeio imaging. In this study, the following thee imaging modes wee consideed: + P mode (pogam auto exposue): Apetue value and shutte speed ae set automatically depending on the bightness. + AV mode (apetue value): Apetue value can be changed manually. + A-DEP mode (auto-depth of field): Apetue value is set automatically depending on the AF (auto focus) fame. The apetue value in the AV mode must be set manually. In ode to decide the appopiate apetue value, five steeo images wee taken at diffeent apetue values with a base height atio of.34, altitudes of.3 m (zoom lens) and.5 m (maco lens), and a focal length of mm. () () Figue 3 shows the elationship between apetue values and elative accuacies. It can be seen that the elative accuacy impoved with an incease in the apetue value and that the elative accuacy exhibited the highest accuacy at F fo both lenses. Howeve, accuacy degadation was obseved ove 5F in the case of the maco lens. Theefoe, in this study, the apetue value in the AV mode was set at F. Table shows the expeimental esults. In tems of the accuacy fo each mode, the AV mode exhibited the highest accuacy fo both lenses. Howeve, the accuacies fo the A-DEP mode wee simila to those of the AV mode. Theefoe, it can be said that the A-DEP mode, which does not involve an adjustment of the depth of field, is a suitable imaging mode. Zoom lens Imaging mode Relative Right σx(mm) σy(mm) σz(mm) Left Image accuacy Image P /3797 A-DEP /43493 AV /4379 Standad eo /35448 Maco lens / 35 / 3 Imaging mode Relative Right σx(mm) σy(mm) σz(mm) Left Image accuacy Image P /43463 A-DEP /5497 AV /5795 Standad eo / Enlaged imaging Zoom Apetue 絞 り 値 (F) value (F) Table. Expeimental esults Maco Figue 3. Relationship between apetue value and elative accuacy Relative accuacy = X Y Z whee H is the altitude; σ X, σ Y, and σ Z ae the oot mean squae eos. H H H X Y p Z p (4) f f B whee σ X, σ Y, and σ Z ae the standad eos; H is the altitude; f is the focal length; B is the baseline; and σ P is the pointing accuacy (estimated to be. pixels (Schaefe & Muai, 988)). H In ode to obtain enlaged images of small objects, it is necessay to physically appoach an object. Theefoe, in ode to evaluate the elationship between enlaged imaging and the stability of the zoom lens and the maco lens, five tiplet images wee captued at five diffeent focal lengths (6 mm, 7 mm, 8 mm, 9 mm, and mm) at an altitude of.3 m fo the zoom lens. In case of the maco lens, five tiplet images wee captued at diffeent exposue (3) 68
3 Position of pincipal point (pixel) 主 点 位 置 (Pic) Position of pincipal point (pixel) 主 点 位 置 (Pic) Changing atio 変 動 率 安 定 性 stability Changing atio 変 動 率 Intenational Achives of Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVIII, Pat 5 Commission V Symposium, Newcastle upon Tyne, UK. stations (54 mm, 5 mm, 78 mm, 69 mm, and 5 mm) because the maco lens had a fixed focal length. It should be noted that images that wee taken unde diffeent focal length o diffeent exposue station conditions appeaed to be of the same size on the monito ω φ κ R x x y y f a a a a kk Zoom Maco mm 7mm 54mm 5mm mm 9mm 78mm 69mm 7 mm 5mm focal 焦 点 距 length 離 altitude 撮 影 高 度 反 復 回 数 Figue 5. Ratios of calibation paametes in iteation (zoom lens).5 Figue 4. Stability NA X i Y i Z i R i R 6 X 6 Y 6 Z6 (5).5 whee NA (Nomalized Accuacy) is the stability; σ Xi, σ Yi, and σ Zi ae the oot mean squae eos fo each focal length and at each altitude; σ X6, σ Y6, and σ Z6 ae the oot mean squae eos fo the focal length of 6 mm and the altitude of 54 mm in the case of the maco lens; R i is the aveage of the iteation numbe fo each focal length and each altitude; and R 6 is the aveage of the iteation numbe fo the focal length of 6 mm and the altitude of 54 mm in the case of the maco lens. The stability of the changes in the focal length setting (zoom lens) and of the changes in the exposue altitude setting (maco lens) was evaluated using equation (5). Figue 4 shows the stability. Futhemoe, the numbes in Figue 4 epesent the iteation numbes of the camea calibation fo both the lenses. As a esult, it was deduced that the maco lens was moe stable than the zoom lens because the iteation numbe fo the maco lens was almost constant iespective of the diffeent altitudes. Howeve, the iteation numbe fo the zoom lens had extemely unstable values. 4.3 Geometic stability In ode to confim the stability that was mentioned above with espect to the oientation paametes, five cente images fo the diffeent focal lengths (zoom lens) and diffeent altitudes (maco lens) wee investigated. Figues 5, 6, 7, and 8 show the esult of the expeiment. Figues 5 and 6 show the changing atios of the calibation paametes in the camea calibation with a focal length of mm. The atio was computed by dividing the values of the calibation paametes in each iteation by the values of the final calibation paametes. Theefoe, a atio lage than implied a significant change in the camea calibation. Figues 7 and 8 show the distance fom the cente of an image to the pincipal point that was obtained fo each iteative computation fo diffeent focal lengths (zoom lens) and diffeent altitudes (maco lens). Fom this expeiment, it was obseved that in the case of the zoom lens, the shifting value of the attitude angle (ω, φ) and the pincipal point (x, y ) wee lage and that the amplitude attenuated exponentially, as shown in Figue 7. Additionally, it was obseved that the iteation numbe fo the camea ω φ κ R x x y y f ω φ κ R x x y y f a a a a kk Iteation 反 復 回 numbe 数 Figue 6. Ratios of calibation paametes in iteation (maco lens) whee ω, φ, and κ ae the attitude angles; R is the changing atio of the camea position fo the oiginal point; x and y epesent the pincipal point; f is the focal length; a and a ae the scale and shea factos; and -.5 k is the coefficient of adial distotion. 8 3 mm 9mm 8mm 7mm 6mm 反 復 回 数 Figue 7. Relationship between changing pincipal point and focal length (zoom lens) 反 復 回 数 H=5mm (f = mm (fmm coesponding) 相 当 ) H=69mm (f = 9mm (f9mm coesponding) 相 当 ) H=78mm (f = 8mm (f8mm coesponding) 相 当 ) H=5mm (f = 7mm (f7mm coesponding) 相 当 ) H=54mm (f = 6mm (f6mm coesponding) 相 当 ) Figue 8. Relationship between changing pincipal point and focal length (maco lens)
4 Woking distance (cm) ワーキングディスタンス(cm) Intenational Achives of Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVIII, Pat 5 Commission V Symposium, Newcastle upon Tyne, UK. calibation of the zoom lens and the position of the pincipal point wee significant depending on the long focal length in Figues 5 and 7. On the othe hand, in the case of the maco lens, the shifting value of each paamete was small, and it was obseved that the iteation numbe of each altitude fo the camea calibation of the maco lens was small fo each of the paametes shown in Figues 6 and 8. Theefoe, it was infeed that the maco lens was stable. Figues and show the image of Figue pocessed by using a Wallis filte and a Canny filte, espectively. 4.4 Woking distance Woking distance is defined as the length fom the top of the lens to the object. In ode to captue an image of a small object, it is necessay to physically appoach the object. Howeve, when the woking distance is small, the image is influenced by the shadow and by the depth of field. The maco lens is capable of captuing a lage image than the zoom lens, theeby making it is unnecessay to appoach the object. This was confimed though an expeiment マクロレンズ Maco lens Zoom ズームレンズ lens Figue. A dime cm 5.5cm 被 写 体 の 大 きさ(mm) Object size (mm) Figue 9. Woking distance fo captuing an image of an object Figue 9 shows the elationship between the woking distance and the size of an object. In the case of the maco lens, the image of an object of size 5 mm was captued at the woking distance of 5 cm. Howeve, the zoom lens was only capable of captuing an image of an object of size 65 mm at a woking distance of 5.5 cm. Theefoe, it can be infeed that the maco lens is capable of taking lage images than the zoom lens. Figue. Image pocessed by using a Wallis filte 5. 3D MODELING Fom these esults, it can be concluded that maco lenses ae efficient at captuing images of small objects. Theefoe, in ode to investigate the adaptability of the maco lens fo the 3D modeling of a small object, tiplet images of a dime (Figue ) wee taken by Canon EOS D with a maco lens and at an altitude of 365 mm. In addition, 3DiVision was used fo the 3D measuement of the coin. 5. Image pocessing In this study, the featue points fo the 3D modeling of the coin wee obtained by steeo matching using the left and the ight images of the tiplet images. Howeve, it is difficult to obtain the featue points of the coin because the suface of the coin is appoximately flat. Theefoe, the featue points wee inceased by image pocessing using a Wallis filte (Jazayei & Fase, 8) and a Canny filte (Canny, 986). The Wallis filte has the chaacteistics of enhancing the contast of an image, and the Canny filte has the chaacteistics of extacting the edges fom an image. Figue. Image pocessed by using a Canny filte 6
5 Intenational Achives of Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVIII, Pat 5 Commission V Symposium, Newcastle upon Tyne, UK. 5. TIN Geneally, TIN (Tiangulated Iegula Netwok) is used fo 3D modeling. The constuction of TIN models has been investigating fo impoving efficiency in vaious fields. In the field of compute geomety, fo example, the flip algoithm that changes a diagonal line in a convex ectangle (Fotune, 995), the incement algoithm that adds the point and econstuct tiangulations (Fotune, 995), and the sweep line algoithm that constucts tiangulations while scanning a plane vetically fom the bottom to the top (Fotune, 987) have been investigated. In stuctual mechanics, the constuction of constained TIN models that do not have tiangulations in cavity aeas has been investigated (Okuda, 985). On the othe hand, halation is an impotant issue with espect to the captuing of an image of a cultual asset and industial measuement, and the featue points ae not obtained in a pat of the halation. Theefoe, the shapes aound the pats of the halation in the 3D model ae constucted vaguely. Theefoe, in this study, a constained TIN model that does not have tiangulations in a pat of the halation was constucted by efeing to the method poposed by Okuda and following the steps given below: Step. Extaction of halation aeas Pats of the halation extacted by image pocessing and the outlines of the extacted pats ae obtained. Figue 5 shows the constained TIN model of a dime; this model was constucted by following the above steps. Figue 6 shows the 3D model with textue, and Figue 7 shows a contou image of the 3D model with intevals of.5 mm. Fom these figue, it can be concluded that the 3D modeling of the dime was caied out without using pats of the halation. Figue 5. Constained TIN model fo the one dime coin Step. Constuction of inclusion line An inclusion line is constucted by using the featue points that wee obtained by steeo matching and the outlines that wee obtained in Step. Step 3. Constuction of tiangulations () Tiangulations ae constucted fom a side of the inclusion line, and at the same time, tiangulations ae constucted fom a side of the outlines that wee obtained in Step (Figue 3). Step 4. Constuction of tiangulations () Tiangulations ae constucted fom a side of the tiangulations that wee constucted in Step 3. The constained TIN model is constucted by the epetition of Step 4 (Figue 4). Figue 6. 3D model of the one dime coin with textue Figue 3. Constuction of tiangulations fom one of the sides Figue 4. Constained TIN model Figue 7. Contou lines 6
6 Intenational Achives of Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVIII, Pat 5 Commission V Symposium, Newcastle upon Tyne, UK. 6. VERIFICATION OF 3D MODELING In ode to veify the accuacy of 3D modelling, the lengths of the dime and the 3D model wee measued. Figue 8 shows a pat of the measuements of the coin and the 3D model. Refeences: Chikatsu, H., Ohdake, T., 6. Ubiquitous digital photogammety by consume gade digital camea, The Intenational Achives of the Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVI, Pat 5, ISSN (CD-ROM). Mitchell, H. L., Chadwick, R. G., McCabe, J. F., 989. Steeomicoscope photogammety fo the measuement of small objects, Photogammetic Recod, Vol. 3, No. 74, pp Hintz, R. J., Sodeholm, K. J., Saett, D. C., 987. Tooth mophology quantification using non-metic photogaphy in an Analytical System, Technical Papes of the ASPRS-ACSM Annual Convention, 7, pp Bown, D. C., 97. Close-ange camea calibation, Photogammetic Engineeing, Vol. 37, No. 8, pp Wiley, A. G., Wong, K. W., 995. Geometic calibation of zoom lenses fo compute vision metology, photogammetic Engineeing & Remote Sensing, Vol. 6, No., pp Figue 8. Pat of the measuements Measuing pat 3D model A dime 7.34 mm 7.4 mm Table 3. Results of the measuements Fom the esults of the measuements of the dime, it can be concluded that the accuacy fo the 3D model is almost the same value of a dime. 7. CONCLUSION 7. mm Fom the esults pesented in this pape, it can be concluded that a maco lens is efficient fo small object imaging in digital vey close ange photogammety. Futhe, the 3D modeling of an extemely small object was achieved using a maco lens. With espect to the captuing of images with light, halation is an impotant issue. Howeve, a 3D model was constucted by using a constained TIN model that does not constuct vague shapes aound pats of the halation. Fase, C. S., Al-Ajlouni, S., 6. Zoom-dependent camea calibation in digital close-ange photogammety, Photogammetic Engineeing & Remote Sensing, Vol. 7, No. 9, pp Schaefe, H., Muai, S., 988. Automated taget detection fo eal-time camea calibation, Poceeding of 9th Asian Confeence on Remote Sensing, pp. H.-4 -H Jazayei, I., Fase, C. S., 8. Inteest opeatos in close-range object econstuction, The Intenational Achives of the Photogammety, Remote Sensing and Spatial Infomation Sciences, Vol. XXXVII, Pat B5, pp Canny, J., 986. A computational appoach to edge detection, IEEE Tansaction on Patten Analysis and Machine Intelligence, Vol. PAMI-8, No. 6, pp Fotune, S., 995. Voonoi diagams and delaunay tiangulations, computing in euclidean geomety, Wold Scientific, pp Fotune, S., 987. A sweepline algoithm fo voonoi diagams, Algoithmica,, pp Okuda, O., 985. Automatic tiangula mesh geneation of abitay plana domains utilizing the node-patten fo finite element analysis, Jounal of the Japan Society of Pecision Engineeing, 5(4), pp
An Introduction to Omega
An Intoduction to Omega Con Keating and William F. Shadwick These distibutions have the same mean and vaiance. Ae you indiffeent to thei isk-ewad chaacteistics? The Finance Development Cente 2002 1 Fom
The Detection of Obstacles Using Features by the Horizon View Camera
The Detection of Obstacles Using Featues b the Hoizon View Camea Aami Iwata, Kunihito Kato, Kazuhiko Yamamoto Depatment of Infomation Science, Facult of Engineeing, Gifu Univesit [email protected]
Tracking/Fusion and Deghosting with Doppler Frequency from Two Passive Acoustic Sensors
Tacking/Fusion and Deghosting with Dopple Fequency fom Two Passive Acoustic Sensos Rong Yang, Gee Wah Ng DSO National Laboatoies 2 Science Pak Dive Singapoe 11823 Emails: [email protected], [email protected]
AN INTEGRATED MOBILE MAPPING SYSTEM FOR DATA ACQUISITION AND AUTOMATED ASSET EXTRACTION
AN INTEGRATED MOBILE MAPPING SYSTEM FOR DATA ACQUISITION AND AUTOMATED ASSET EXTRACTION T. Kingston a, V. Gikas b *, C. Laflamme a, C. Laouche a a GEO-3D Inc, 9655 Ignace St., Suite L, Bossad (QC, J4Y
CLOSE RANGE PHOTOGRAMMETRY WITH CCD CAMERAS AND MATCHING METHODS - APPLIED TO THE FRACTURE SURFACE OF AN IRON BOLT
CLOSE RANGE PHOTOGRAMMETR WITH CCD CAMERAS AND MATCHING METHODS - APPLIED TO THE FRACTURE SURFACE OF AN IRON BOLT Tim Suthau, John Moé, Albet Wieemann an Jens Fanzen Technical Univesit of Belin, Depatment
Software Engineering and Development
I T H E A 67 Softwae Engineeing and Development SOFTWARE DEVELOPMENT PROCESS DYNAMICS MODELING AS STATE MACHINE Leonid Lyubchyk, Vasyl Soloshchuk Abstact: Softwae development pocess modeling is gaining
Reduced Pattern Training Based on Task Decomposition Using Pattern Distributor
> PNN05-P762 < Reduced Patten Taining Based on Task Decomposition Using Patten Distibuto Sheng-Uei Guan, Chunyu Bao, and TseNgee Neo Abstact Task Decomposition with Patten Distibuto (PD) is a new task
ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS
ON THE R POLICY IN PRODUCTION-INVENTORY SYSTEMS Saifallah Benjaafa and Joon-Seok Kim Depatment of Mechanical Engineeing Univesity of Minnesota Minneapolis MN 55455 Abstact We conside a poduction-inventoy
FIRST EXPERIENCES WITH THE DEFORMATION ANALYSIS OF A LARGE DAM COMBINING LASERSCANNING AND HIGH-ACCURACY SURVEYING
FIRST EXPERIENCES WITH THE DEFORMATION ANALYSIS OF A LARGE DAM COMBINING LASERSCANNING AND HIGH-ACCURACY SURVEYING Diego González Aguilea a*, Javie Gómez Lahoz a and José Antonio Sánchez Seano b a Land
The Binomial Distribution
The Binomial Distibution A. It would be vey tedious if, evey time we had a slightly diffeent poblem, we had to detemine the pobability distibutions fom scatch. Luckily, thee ae enough similaities between
YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH
nd INTERNATIONAL TEXTILE, CLOTHING & ESIGN CONFERENCE Magic Wold of Textiles Octobe 03 d to 06 th 004, UBROVNIK, CROATIA YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH Jana VOBOROVA; Ashish GARG; Bohuslav
Carter-Penrose diagrams and black holes
Cate-Penose diagams and black holes Ewa Felinska The basic intoduction to the method of building Penose diagams has been pesented, stating with obtaining a Penose diagam fom Minkowski space. An example
CRRC-1 Method #1: Standard Practice for Measuring Solar Reflectance of a Flat, Opaque, and Heterogeneous Surface Using a Portable Solar Reflectometer
CRRC- Method #: Standad Pactice fo Measuing Sola Reflectance of a Flat, Opaque, and Heteogeneous Suface Using a Potable Sola Reflectomete Scope This standad pactice coves a technique fo estimating the
The transport performance evaluation system building of logistics enterprises
Jounal of Industial Engineeing and Management JIEM, 213 6(4): 194-114 Online ISSN: 213-953 Pint ISSN: 213-8423 http://dx.doi.og/1.3926/jiem.784 The tanspot pefomance evaluation system building of logistics
AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM
AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM Main Golub Faculty of Electical Engineeing and Computing, Univesity of Zageb Depatment of Electonics, Micoelectonics,
SUPPORT VECTOR MACHINE FOR BANDWIDTH ANALYSIS OF SLOTTED MICROSTRIP ANTENNA
Intenational Jounal of Compute Science, Systems Engineeing and Infomation Technology, 4(), 20, pp. 67-7 SUPPORT VECTOR MACHIE FOR BADWIDTH AALYSIS OF SLOTTED MICROSTRIP ATEA Venmathi A.R. & Vanitha L.
MATHEMATICAL SIMULATION OF MASS SPECTRUM
MATHEMATICA SIMUATION OF MASS SPECTUM.Beánek, J.Knížek, Z. Pulpán 3, M. Hubálek 4, V. Novák Univesity of South Bohemia, Ceske Budejovice, Chales Univesity, Hadec Kalove, 3 Univesity of Hadec Kalove, Hadec
2 r2 θ = r2 t. (3.59) The equal area law is the statement that the term in parentheses,
3.4. KEPLER S LAWS 145 3.4 Keple s laws You ae familia with the idea that one can solve some mechanics poblems using only consevation of enegy and (linea) momentum. Thus, some of what we see as objects
Automatic Closed Caption Detection and Filtering in MPEG Videos for Video Structuring
JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 1145-116 (006) Automatic Closed Caption Detection and Filteing in MPEG Videos fo Video Stuctuing Depatment of Compute Science and Infomation Engineeing National
Gravitational Mechanics of the Mars-Phobos System: Comparing Methods of Orbital Dynamics Modeling for Exploratory Mission Planning
Gavitational Mechanics of the Mas-Phobos System: Compaing Methods of Obital Dynamics Modeling fo Exploatoy Mission Planning Alfedo C. Itualde The Pennsylvania State Univesity, Univesity Pak, PA, 6802 This
Magnetic Bearing with Radial Magnetized Permanent Magnets
Wold Applied Sciences Jounal 23 (4): 495-499, 2013 ISSN 1818-4952 IDOSI Publications, 2013 DOI: 10.5829/idosi.wasj.2013.23.04.23080 Magnetic eaing with Radial Magnetized Pemanent Magnets Vyacheslav Evgenevich
Episode 401: Newton s law of universal gravitation
Episode 401: Newton s law of univesal gavitation This episode intoduces Newton s law of univesal gavitation fo point masses, and fo spheical masses, and gets students pactising calculations of the foce
Chapter 3 Savings, Present Value and Ricardian Equivalence
Chapte 3 Savings, Pesent Value and Ricadian Equivalence Chapte Oveview In the pevious chapte we studied the decision of households to supply hous to the labo maket. This decision was a static decision,
Financing Terms in the EOQ Model
Financing Tems in the EOQ Model Habone W. Stuat, J. Columbia Business School New Yok, NY 1007 [email protected] August 6, 004 1 Intoduction This note discusses two tems that ae often omitted fom the standad
Manual ultrasonic inspection of thin metal welds
Manual ultasonic inspection of thin metal welds Capucine Capentie and John Rudlin TWI Cambidge CB1 6AL, UK Telephone 01223 899000 Fax 01223 890689 E-mail [email protected] Abstact BS EN ISO 17640
Strength Analysis and Optimization Design about the key parts of the Robot
Intenational Jounal of Reseach in Engineeing and Science (IJRES) ISSN (Online): 2320-9364, ISSN (Pint): 2320-9356 www.ijes.og Volume 3 Issue 3 ǁ Mach 2015 ǁ PP.25-29 Stength Analysis and Optimization Design
Effect of Contention Window on the Performance of IEEE 802.11 WLANs
Effect of Contention Window on the Pefomance of IEEE 82.11 WLANs Yunli Chen and Dhama P. Agawal Cente fo Distibuted and Mobile Computing, Depatment of ECECS Univesity of Cincinnati, OH 45221-3 {ychen,
VISCOSITY OF BIO-DIESEL FUELS
VISCOSITY OF BIO-DIESEL FUELS One of the key assumptions fo ideal gases is that the motion of a given paticle is independent of any othe paticles in the system. With this assumption in place, one can use
STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL DATA 1. INTRODUCTION
Jounal of Machine Engineeing, Vol. 11, No. 4, 211 Batosz POWALKA 1 Macin CHODZKO 1 Kzysztof JEMIELNIAK 2 milling, chatte, opeational modal analysis STABILITY ANALYSIS IN MILLING BASED ON OPERATIONAL MODAL
FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it.
Candidates should be able to : Descibe how a mass ceates a gavitational field in the space aound it. Define gavitational field stength as foce pe unit mass. Define and use the peiod of an object descibing
Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing
M13914 Questions & Answes Chapte 10 Softwae Reliability Pediction, Allocation and Demonstation Testing 1. Homewok: How to deive the fomula of failue ate estimate. λ = χ α,+ t When the failue times follow
Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN*
Automatic Testing of Neighbo Discovey Potocol Based on FSM and TTCN* Zhiliang Wang, Xia Yin, Haibin Wang, and Jianping Wu Depatment of Compute Science, Tsinghua Univesity Beijing, P. R. China, 100084 Email:
Coordinate Systems L. M. Kalnins, March 2009
Coodinate Sstems L. M. Kalnins, Mach 2009 Pupose of a Coodinate Sstem The pupose of a coodinate sstem is to uniquel detemine the position of an object o data point in space. B space we ma liteall mean
STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION
Page 1 STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION C. Alan Blaylock, Hendeson State Univesity ABSTRACT This pape pesents an intuitive appoach to deiving annuity fomulas fo classoom use and attempts
Experiment 6: Centripetal Force
Name Section Date Intoduction Expeiment 6: Centipetal oce This expeiment is concened with the foce necessay to keep an object moving in a constant cicula path. Accoding to Newton s fist law of motion thee
Database Management Systems
Contents Database Management Systems (COP 5725) D. Makus Schneide Depatment of Compute & Infomation Science & Engineeing (CISE) Database Systems Reseach & Development Cente Couse Syllabus 1 Sping 2012
Ilona V. Tregub, ScD., Professor
Investment Potfolio Fomation fo the Pension Fund of Russia Ilona V. egub, ScD., Pofesso Mathematical Modeling of Economic Pocesses Depatment he Financial Univesity unde the Govenment of the Russian Fedeation
Spirotechnics! September 7, 2011. Amanda Zeringue, Michael Spannuth and Amanda Zeringue Dierential Geometry Project
Spiotechnics! Septembe 7, 2011 Amanda Zeingue, Michael Spannuth and Amanda Zeingue Dieential Geomety Poject 1 The Beginning The geneal consensus of ou goup began with one thought: Spiogaphs ae awesome.
Real Time Tracking of High Speed Movements in the Context of a Table Tennis Application
Real Time Tacking of High Speed Movements in the Context of a Table Tennis Application Stephan Rusdof Chemnitz Univesity of Technology D-09107, Chemnitz, Gemany +49 371 531 1533 [email protected]
Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis
Available online at www.sciencediect.com Pocedia Engineeing 41 (2012 ) 1360 1366 Intenational Symposium on Robotics and Intelligent Sensos 2012 (IRIS 2012) Modal Chaacteistics study of CEM-1 Single-Laye
Problem Set # 9 Solutions
Poblem Set # 9 Solutions Chapte 12 #2 a. The invention of the new high-speed chip inceases investment demand, which shifts the cuve out. That is, at evey inteest ate, fims want to invest moe. The incease
Top K Nearest Keyword Search on Large Graphs
Top K Neaest Keywod Seach on Lage Gaphs Miao Qiao, Lu Qin, Hong Cheng, Jeffey Xu Yu, Wentao Tian The Chinese Univesity of Hong Kong, Hong Kong, China {mqiao,lqin,hcheng,yu,wttian}@se.cuhk.edu.hk ABSTRACT
Memory-Aware Sizing for In-Memory Databases
Memoy-Awae Sizing fo In-Memoy Databases Kasten Molka, Giuliano Casale, Thomas Molka, Laua Mooe Depatment of Computing, Impeial College London, United Kingdom {k.molka3, g.casale}@impeial.ac.uk SAP HANA
Physics 235 Chapter 5. Chapter 5 Gravitation
Chapte 5 Gavitation In this Chapte we will eview the popeties of the gavitational foce. The gavitational foce has been discussed in geat detail in you intoductoy physics couses, and we will pimaily focus
TECHNICAL DATA. JIS (Japanese Industrial Standard) Screw Thread. Specifications
JIS (Japanese Industial Standad) Scew Thead Specifications TECNICAL DATA Note: Although these specifications ae based on JIS they also apply to and DIN s. Some comments added by Mayland Metics Coutesy
A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods
A famewok fo the selection of entepise esouce planning (ERP) system based on fuzzy decision making methods Omid Golshan Tafti M.s student in Industial Management, Univesity of Yazd [email protected]
Research on Risk Assessment of the Transformer Based on Life Cycle Cost
ntenational Jounal of Smat Gid and lean Enegy eseach on isk Assessment of the Tansfome Based on Life ycle ost Hui Zhou a, Guowei Wu a, Weiwei Pan a, Yunhe Hou b, hong Wang b * a Zhejiang Electic Powe opoation,
Deflection of Electrons by Electric and Magnetic Fields
Physics 233 Expeiment 42 Deflection of Electons by Electic and Magnetic Fields Refeences Loain, P. and D.R. Coson, Electomagnetism, Pinciples and Applications, 2nd ed., W.H. Feeman, 199. Intoduction An
Multiband Microstrip Patch Antenna for Microwave Applications
IOSR Jounal of Electonics and Communication Engineeing (IOSR-JECE) ISSN: 2278-2834, ISBN: 2278-8735. Volume 3, Issue 5 (Sep. - Oct. 2012), PP 43-48 Multiband Micostip Patch Antenna fo Micowave Applications
Lecture 16: Color and Intensity. and he made him a coat of many colours. Genesis 37:3
Lectue 16: Colo and Intensity and he made him a coat of many colous. Genesis 37:3 1. Intoduction To display a pictue using Compute Gaphics, we need to compute the colo and intensity of the light at each
Review Graph based Online Store Review Spammer Detection
Review Gaph based Online Stoe Review Spamme Detection Guan Wang, Sihong Xie, Bing Liu, Philip S. Yu Univesity of Illinois at Chicago Chicago, USA [email protected] [email protected] [email protected] [email protected]
Supplementary Material for EpiDiff
Supplementay Mateial fo EpiDiff Supplementay Text S1. Pocessing of aw chomatin modification data In ode to obtain the chomatin modification levels in each of the egions submitted by the use QDCMR module
Development of Canned Cycle for CNC Milling Machine
Development of Canned Cycle fo CNC Milling Machine S.N Sheth 1, Pof. A.N.Rathou 2 1 Schola, Depatment of mechanical Engineeing, C.U SHAH College of Engineeing & Technology 2 Pofesso, Depatment of mechanical
High Availability Replication Strategy for Deduplication Storage System
Zhengda Zhou, Jingli Zhou College of Compute Science and Technology, Huazhong Univesity of Science and Technology, *, [email protected] [email protected] Abstact As the amount of digital data
Abstract. 2. Mathematical Formula To Calculate The Dimensions Of Microstrip Patch [Msp] Antenna. 1. Introduction
Bandwidth Enhancement and Analysis of Designed Rectangula Micostip Patch [MSP] Antenna using Compact Rectangula Slotted Technique fo Wideband Applications A. Manish Kuma Singh, B.I.E.T.Jhansi, U.P., India;
Experiment MF Magnetic Force
Expeiment MF Magnetic Foce Intoduction The magnetic foce on a cuent-caying conducto is basic to evey electic moto -- tuning the hands of electic watches and clocks, tanspoting tape in Walkmans, stating
METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION
ETHODOOGICA APPOACH TO STATEGIC PEFOANCE OPTIIZATION ao Hell * Stjepan Vidačić ** Željo Gaača *** eceived: 4. 07. 2009 Peliminay communication Accepted: 5. 0. 2009 UDC 65.02.4 This pape pesents a matix
Statistics and Data Analysis
Pape 274-25 An Extension to SAS/OR fo Decision System Suppot Ali Emouznead Highe Education Funding Council fo England, Nothavon house, Coldhabou Lane, Bistol, BS16 1QD U.K. ABSTRACT This pape exploes the
Epdf Sulf petroleum, Eflecti and Eeflecti
ANALYSIS OF GLOBAL WARMING MITIGATION BY WHITE REFLECTING SURFACES Fedeico Rossi, Andea Nicolini Univesity of Peugia, CIRIAF Via G.Duanti 67 0615 Peugia, Italy T: +9-075-585846; F: +9-075-5848470; E: [email protected]
Instituto Superior Técnico Av. Rovisco Pais, 1 1049-001 Lisboa E-mail: [email protected]
FATIGUE LIFE TIME PREDICTIO OF POAF EPSILO TB-30 AIRCRAFT - PART I: IMPLEMETATIO OF DIFERET CYCLE COUTIG METHODS TO PREDICT THE ACCUMULATED DAMAGE B. A. S. Seano 1, V. I. M.. Infante 2, B. S. D. Maado
Comparing Availability of Various Rack Power Redundancy Configurations
Compaing Availability of Vaious Rack Powe Redundancy Configuations By Victo Avela White Pape #48 Executive Summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance the availability
Determining solar characteristics using planetary data
Detemining sola chaacteistics using planetay data Intoduction The Sun is a G type main sequence sta at the cente of the Sola System aound which the planets, including ou Eath, obit. In this inestigation
Lab M4: The Torsional Pendulum and Moment of Inertia
M4.1 Lab M4: The Tosional Pendulum and Moment of netia ntoduction A tosional pendulum, o tosional oscillato, consists of a disk-like mass suspended fom a thin od o wie. When the mass is twisted about the
An Epidemic Model of Mobile Phone Virus
An Epidemic Model of Mobile Phone Vius Hui Zheng, Dong Li, Zhuo Gao 3 Netwok Reseach Cente, Tsinghua Univesity, P. R. China [email protected] School of Compute Science and Technology, Huazhong Univesity
UNIT CIRCLE TRIGONOMETRY
UNIT CIRCLE TRIGONOMETRY The Unit Cicle is the cicle centeed at the oigin with adius unit (hence, the unit cicle. The equation of this cicle is + =. A diagam of the unit cicle is shown below: + = - - -
Peer-to-Peer File Sharing Game using Correlated Equilibrium
Pee-to-Pee File Shaing Game using Coelated Equilibium Beibei Wang, Zhu Han, and K. J. Ray Liu Depatment of Electical and Compute Engineeing and Institute fo Systems Reseach, Univesity of Mayland, College
INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS
INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS Vesion:.0 Date: June 0 Disclaime This document is solely intended as infomation fo cleaing membes and othes who ae inteested in
Semipartial (Part) and Partial Correlation
Semipatial (Pat) and Patial Coelation his discussion boows heavily fom Applied Multiple egession/coelation Analysis fo the Behavioal Sciences, by Jacob and Paticia Cohen (975 edition; thee is also an updated
Model-Driven Engineering of Adaptation Engines for Self-Adaptive Software: Executable Runtime Megamodels
Model-Diven Engineeing of Adaptation Engines fo Self-Adaptive Softwae: Executable Runtime Megamodels Thomas Vogel, Holge Giese Technische Beichte N. 66 des Hasso-Plattne-Instituts fü Softwaesystemtechnik
who supply the system vectors for their JVM products. 1 HBench:Java will work best with support from JVM vendors
Appeaed in the ACM Java Gande 2000 Confeence, San Fancisco, Califonia, June 3-5, 2000 HBench:Java: An Application-Specific Benchmaking Famewok fo Java Vitual Machines Xiaolan Zhang Mago Seltze Division
A formalism of ontology to support a software maintenance knowledge-based system
A fomalism of ontology to suppot a softwae maintenance knowledge-based system Alain Apil 1, Jean-Mac Deshanais 1, and Reine Dumke 2 1 École de Technologie Supéieue, 1100 Note-Dame West, Monteal, Canada
THE DISTRIBUTED LOCATION RESOLUTION PROBLEM AND ITS EFFICIENT SOLUTION
IADIS Intenational Confeence Applied Computing 2006 THE DISTRIBUTED LOCATION RESOLUTION PROBLEM AND ITS EFFICIENT SOLUTION Jög Roth Univesity of Hagen 58084 Hagen, Gemany [email protected] ABSTRACT
A Web Application for Geothermal Borefield Design
Poceedings Wold Geothemal Congess 205 Melboune, Austalia, 9-25 Apil 205 A Web Application fo Geothemal Boefield Design Davide Rolando,2, José Acuna and Maco Fossa 2 KT Royal Institute of Technology, Binellvägen
12. Rolling, Torque, and Angular Momentum
12. olling, Toque, and Angula Momentum 1 olling Motion: A motion that is a combination of otational and tanslational motion, e.g. a wheel olling down the oad. Will only conside olling with out slipping.
Multicriteria analysis in telecommunications
Poceedings of the 37th Hawaii Intenational Confeence on System Sciences - 2004 Multiciteia analysis in telecommunications Janusz Ganat and Andze P. Wiezbicki National Institute of Telecommunications Szachowa
Automated Hydraulic Drilling Rigs. HHSeries
Automated Hydaulic Dilling Rigs HHSeies The Shape of Things to Come CUSTOMSOLUTIONS HH600 Rig The HH Hydaulic Hoist Seies Eveything about the HH Seies is designed fo speed, safety and efficiency. You can
Gauss Law. Physics 231 Lecture 2-1
Gauss Law Physics 31 Lectue -1 lectic Field Lines The numbe of field lines, also known as lines of foce, ae elated to stength of the electic field Moe appopiately it is the numbe of field lines cossing
An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty
An application of stochastic pogamming in solving capacity allocation and migation planning poblem unde uncetainty Yin-Yann Chen * and Hsiao-Yao Fan Depatment of Industial Management, National Fomosa Univesity,
INVESTIGATION OF FLOW INSIDE AN AXIAL-FLOW PUMP OF GV IMP TYPE
1 INVESTIGATION OF FLOW INSIDE AN AXIAL-FLOW PUMP OF GV IMP TYPE ANATOLIY A. YEVTUSHENKO 1, ALEXEY N. KOCHEVSKY 1, NATALYA A. FEDOTOVA 1, ALEXANDER Y. SCHELYAEV 2, VLADIMIR N. KONSHIN 2 1 Depatment of
Skills Needed for Success in Calculus 1
Skills Needed fo Success in Calculus Thee is much appehension fom students taking Calculus. It seems that fo man people, "Calculus" is snonmous with "difficult." Howeve, an teache of Calculus will tell
Chris J. Skinner The probability of identification: applying ideas from forensic statistics to disclosure risk assessment
Chis J. Skinne The pobability of identification: applying ideas fom foensic statistics to disclosue isk assessment Aticle (Accepted vesion) (Refeeed) Oiginal citation: Skinne, Chis J. (2007) The pobability
Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation
(213) 1 28 Data Cente Demand Response: Avoiding the Coincident Peak via Wokload Shifting and Local Geneation Zhenhua Liu 1, Adam Wieman 1, Yuan Chen 2, Benjamin Razon 1, Niangjun Chen 1 1 Califonia Institute
HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING
U.P.B. Sci. Bull., Seies C, Vol. 77, Iss. 2, 2015 ISSN 2286-3540 HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING Roxana MARCU 1, Dan POPESCU 2, Iulian DANILĂ 3 A high numbe of infomation systems ae available
Comparing Availability of Various Rack Power Redundancy Configurations
Compaing Availability of Vaious Rack Powe Redundancy Configuations White Pape 48 Revision by Victo Avela > Executive summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance
The Impacts of Congestion on Commercial Vehicle Tours
Figliozzi 1 The Impacts of Congestion on Commecial Vehicle Tous Miguel Andes Figliozzi Potland State Univesity Maseeh College of Engineeing and Compute Science [email protected] 5124 wods + 7 Tables +
Predictive Control of Permanent Magnet Synchronous Motor Based on Optimization Model Algorithmic Control
Pedictive Contol of Pemanent Magnet Synchonous Moto Based on Optimization Model Algoithmic Contol 1 Chen Junshuo, 2 Liu Jinglin, 3 Zhang Ying *1, Chen Junshuo School of Automation, Nothwesten Ploytechnical
Improving Software Effort Estimation Using Neuro-Fuzzy Model with SEER-SEM
Global Jounal of Compute Science and Technology Vol. 10 Issue 12 (Ve. 1.0) Octobe 2010 a g e 51 Impoving Softwae Effot Estimation Using Neuo-Fuzzy Model with SEER-SEM Wei Lin Du 1, Danny Ho 2, Luiz Fenando
(a) The centripetal acceleration of a point on the equator of the Earth is given by v2. The velocity of the earth can be found by taking the ratio of
Homewok VI Ch. 7 - Poblems 15, 19, 22, 25, 35, 43, 51. Poblem 15 (a) The centipetal acceleation of a point on the equato of the Eath is given by v2. The velocity of the eath can be found by taking the
An Efficient Group Key Agreement Protocol for Ad hoc Networks
An Efficient Goup Key Ageement Potocol fo Ad hoc Netwoks Daniel Augot, Raghav haska, Valéie Issany and Daniele Sacchetti INRIA Rocquencout 78153 Le Chesnay Fance {Daniel.Augot, Raghav.haska, Valéie.Issany,
Uncertainty Associated with Microbiological Analysis
Appendix J STWG Pat 3 Uncetainty 7-8-06 Page 1 of 31 Uncetainty Associated with Micobiological Analysis 1. Intoduction 1.1. Thee ae only two absolute cetainties in life: death and taxes! Whateve task we
A Two-Step Tabu Search Heuristic for Multi-Period Multi-Site Assignment Problem with Joint Requirement of Multiple Resource Types
Aticle A Two-Step Tabu Seach Heuistic fo Multi-Peiod Multi-Site Assignment Poblem with Joint Requiement of Multiple Resouce Types Siavit Swangnop and Paveena Chaovalitwongse* Depatment of Industial Engineeing,
2. TRIGONOMETRIC FUNCTIONS OF GENERAL ANGLES
. TRIGONOMETRIC FUNCTIONS OF GENERAL ANGLES In ode to etend the definitions of the si tigonometic functions to geneal angles, we shall make use of the following ideas: In a Catesian coodinate sstem, an
