Combining refractive and topographic data in corneal refractive surgery for astigmatism

Size: px
Start display at page:

Download "Combining refractive and topographic data in corneal refractive surgery for astigmatism"

Transcription

1 Combining refrative and topographi data in orneal refrative surgery for astigmatism A new method based on polar value analysis and mathematial optimization Kristian Næser Department of Ophthalmology, Randers Regional Hospital, Denmark ABSTRACT. Purpose: To provide a theoretial approah for ombining refrative and topographi data in the planning of orneal laser refrative surgery for astigmatism. Methods: Refrative and topographi data for astigmatism were transformed to the orneal plane. Net astigmatisms were onverted to polar values. An optimization proess was performed with the use of differential alulus. Results: With this method, the magnitude of the orneal astigmatism is redued or unaltered, while its orientation is maintained. The method identifies the redution in orneal astigmatism, whih will yield the largest redution in refrative astigmati magnitude. Conlusions: The advantage of the optimization method desribed in this artile is a onsistent redution in orneal astigmatism towards spheriity. No new orneal astigmatism is arved on the ornea, and probably less tissue is ablated. The optimization method may also be used to ombine refrative and topographi data for higher order aberrations with sinusoidal omponents. However, ompared to the traditional purely refrative driven treatment, more refrative astigmatism will remain in the eye in most ases. A ontrolled linial trial is neessary for omparing these two treatment modalities. Key words: astigmatism orneal refrative surgery mathematis optimization polar values refration Ata Ophthalmol. 2012: 90: ª 2011 The Author Ata Ophthalmologia ª 2011 Ata Ophthalmologia Sandinavia Foundation doi: /j x There are two prinipal types of astigmatism with relevane for urrent orneal laser refrative surgery: (1) The total oular astigmatism (TOA), whih is the optial orretion neessary for neutralizing the astigmatism generated by the oular surfaes (Naeser 2008). This is the astigmati omponent of the manifest refration, usually as expressed in the spetale orretion. The value may also be objetively determined with auto-refration or wave-front analysis. (2) The anterior orneal astigmatism (ACA), whih is the topographi orneal astigmatism as measured with keratometry, orneal topography or orneal aberrometry (Naeser 2008). The greatest soure of refrative astigmatism is usually the toriity of the anterior orneal surfae. In suh eyes, there is often a good alignment between the axes of the refrative and the anterior orneal astigmatisms. Conversely, a onsiderable differene in alignment is often observed in eyes with large lentiular astigmatisms. But, in virtually all eyes, there will be some differene both in the orientation and the magnitude of the two types of astigmatism. Eximer laser photoastigmati refrative keratetomy (PARK) reshapes the anterior orneal surfae, but is usually based on preoperative refrative data only (Alpins 1997). The orretion of the refrative astigmatism is therefore loaded on the ornea. When the magnitude and orientation of the topographi and refrative astigmatisms differ, orneal toriity may be inreased with subsequent degradation of the retinal image and indution of higher order aberrations (HOAs), suh as oma and trefoil. In the extreme ase of a spherial ornea and a onsiderable lentiular astigmatism, the orneal astigmatism is inreased in full proportion to the refrative astigmatism. These optial problems may inrease over time, as the orneal astigmatism usually inreases in magnitude and hanges orientation with age (Gudmundsdottir et al. 2000). 768

2 Furthermore, after atarat surgery, the orneal toriity will be fully refleted in the refrative astigmatism. Conversely, topography driven treatments do not onsider the refrative astigmatism. This modality is used in highly irregular orneas, suh as in keratoonus, and following previously deentred ablations. Topography-guided treatment ombined with orneal ollagen ross-linking has reently been desribed in keratooni eyes (Kanellopoulus 2009; Stojanovi et al. 2010). Suh treatments will usually leave onsiderable amounts of refrative astigmatism in the eye. A solution to these problems is to onsider both the refrative and the topographi astigmatisms in the planning of laser ablative orneal proedures. Noel Alpins (1997) suggested a method, where the astigmatism is distributed on both the refrative and topographi segments. By varying the emphasis between these two omponents, the surgeon may elet a suitable diretion for the postoperative refrative astigmatism. In the present study, the theory for a new ombination of refrative and topographi astigmati data is developed. The method seeks to redue the astigmati magnitude, rather than to alter the astigmati diretion. The method is based on transformation of net astigmatisms to polar values (Naeser & Hjortdal 2001a,b; Naeser 2008) with subsequent mathematial optimization of the treatment plan. With this method, the magnitude of the orneal astigmatism is redued or unaltered, while its orientation is maintained. The method identifies the redution in orneal astigmatism, whih will yield the largest redution in refrative astigmati magnitude. Basi Aspets Transformation of astigmati data to polar values Consider the prinipal meridional power F 1 along the meridian a degrees ( ) and F 2 along (a +90), where F 1 > F 2. The net astigmatism is represented by (M at a), where M=F 1 )F 2, and where both F 1 and F 2 are expressed in dioptres (D). All mathematial operations may be performed following transformation of the net astigmatism to the following two polar values, all expressed in dioptres (D) (Naeser 2008): The polar value along zero degrees: KPðÞM 0 osð2aþ ð1þ The polar value along 45 degrees: KPð45Þ M sinð2aþ ð2þ These polar values may be reonverted to the usual net ylinder notation by the following general equations: M qffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi KPð0Þ 2 þ KPð45Þ 2 ð3þ a artan M KPðÞ 0 ð4þ KPð45Þ Suh transformations may be performed with any omponent system (Harris 1991; Thibos et al. 1997; Kaye & Harris 2002). The orrelation between the polar value system and the omponents proposed by Thibos et al. (1997) is: KPðÞ2 0 J0 and KPð45Þ 2 J45 ð5þ Astigmati formats The subjetive refrative error indiates the optial (spetale) orretion allowing parallel inident light to fous on the fovea. The optial orretion balanes the total oular refrative power, generated by the oular refrative surfaes. This proess emmetropizes the entire spetale-eye system. The orretion and the oular refrative power at any given optial plane should be idential, but of opposite signs (Naeser 2008): Corretion Oular refrative power ð6þ To allow for omparison, both refrative and topographi astigmatisms must be transformed to the orneal plane and to the same oular refrative power format. The transformation of data is different for the two types of astigmatism: Corneal data The anterior orneal astigmatism, ACA, is based on an oular refrative surfae. Keratometri and orneal topographi data are always given in power at notation (Naeser 2008). Data transformation of orneal data is therefore easy, as the orneal net astigmatisms simply are onverted to polar values with eqns (1 and 2). Example 1 The anterior orneal net astigmatism ACA = (1.5 D at 75); KP (0) = 1.5 os(150 ) =)1.30 D KP (45) = 1.5 sin(150 ) = 0.75 D Refrative data Data are transformed in the following six steps: (1) Perform a metiulous subjetive refration (= orretion) and indiate in the usual spheroylindrial format. (2) Transform to rossed ylinder power format. (3) Transform data from the spetale to the orneal plane (Holladay et al. 1998; Naeser 2008). (4) Change sign to obtain oular refrative astigmatism. (5) Convert to net astigmatism. (6) Transform to polar values. Example 2 (1) Total oular astigmatism as manifest spetale plane refration (=orretion) in minus ylinder axis format = ()3.90 D 1.44 D axis 155 ). (2) Total oular astigmatism as manifest spetale plane refration in rossed ylinder power format = ()3.90 D at 155 ) and ()5.34 D at 65 ). (3) Total oular astigmatism as manifest orneal plane refration in rossed ylinder power format, assuming a vertex distane of 14 mm = ()3.70 D at 155 ) and ()4.97 D at 65 ). The data in points 1 3 were originally presented as a more detailed alulated example on page in Holladay et al. (1998). (4) Total oular astigmatism as orneal plane oular refrative power in rossed ylinder power format = (3.70 D at 155 ) and (4.97 D at 65 ). (5) Total oular astigmatism as orneal plane oular refrative power, expressed as net astigmatism = (1.27 Dat65 ). (6) Total oular astigmatism as orneal plane oular refrative power, expressed as polar values: KP (0) = )0.82 D; KP (45) = 0.97 D. The spherial equivalent power (SEP) = 4.34 D. Data used in the following are onsistently transformed to the orneal 769

3 plane and expressed in oular refrative power format. Oular residual astigmatism The oular residual astigmatism (ORA) is the omponent of the TOA, whih is not attributed to the anterior orneal surfae (Dunne et al. 1994; Alpins 1997; Naeser 2008). The ORA is the ombined effet of the lentiular and the posterior orneal astigmatism. Following anterior orneal laser ablative surgery, both the lentiular and the posterior orneal urvatures are assumed to be unaffeted and the ORA is therefore unhanged. The ORA is defined as the vetor differene between the TOA and the ACA. In pratise, all net ylinders are onverted to polar values with eqns (1 and 2) and subtration is performed. In the following, vetors are symbolized in bold (Fig. 1). ORA TOA ACA KPð0Þ TOA KPð0Þ ACA KPð45Þ TOA KPð45Þ ACA ð7þ T A P R KP(45) 1.0 O S 1.0 KP(0) Fig. 1. Symbols: The origin: O; Vetor OT for the preoperative total oular astigmatism, TOA. Vetor OA = RT for the preoperative anterior orneal astigmatism, ACA. Vetor OR for the oular residual astigmatism, ORA. Vetor OS = TP for the surgially indued hange in the anterior orneal astigmatism, ACA SIA. Vetor OP for the optimal postoperative TOA. The optimal surgially indued orneal astigmatism ACA SIA, indiated as vetor OS = vetor TP, has the opposite diretion and 74% of the length of the preoperative anterior orneal astigmatism, vetor OA. The vetor sum of OT and OS yields the optimal postoperative TOA, vetor OP. Geometrially, the point P is the projetion of the origin O orthogonally on vetor RT. Optimizing by ombining topographi and refrative data In mathematis, optimization refers to methods for identifying minimal or maximal values of funtions. The extrema are found with the use of differential alulus. In the present ontext, the postoperative TOA is defined as the vetor sum of the preoperative TOA and the ACA SIA : Postoperative TOA ð8þ Preoperative TOA þ ACA SIA The minimal value for the postoperative TOA is found by differentiation of this funtion and subsequent equating to zero. For onveniene, the omponents of the preoperative astigmati vetors are abbreviated as: KPð0Þ TOA a KPð45Þ TOA b and ð9þ KPð0Þ ACA KPð45Þ ACA d The aim of the optimization proedure is to seure the largest possible redution in refrative astigmatism ombined with the least possible hange in orneal astigmatism in eah ase. Following surgery, the planned magnitude of the ACA shall vary between zero and the preoperative value and its diretion shall not be altered. The surgial objetive is to reate a more spherial ornea in eah ase. These limitations may be formalized mathematially as: ACA SIA t d ; ð10þ where t is a salar with permissible values restrited to: )1.0 t 0. The possible values for t may be interpreted in the following manner: (1) t < )1.0 indiates an overorretion with a 90 degree shift of astigmati meridian. This value is not permissible. The value t = )1.0 should be used in the treatment plan. (2) t = )1.0. The ACA is eliminated and the ornea beomes spherial. (3) )1.0 < t < 0. The postoperative ACA is redued in magnitude, but its diretion is unaltered. This is the most frequent treatment value. (4) t = 0. A zero surgially indued astigmatism. The ACA is not treated, and both orneal and refrative astigmati diretions and magnitudes remain unhanged. (5) t > 0. The astigmati magnitude is inreased, but the diretion is unaltered. This value is not permissible. The value t = 0 should be employed in the treatment plan. The postoperative TOA as a vetor parameterized with the variable t is abbreviated as OP(t). By ombining eqns (8 and 10), this vetor is given by: OPðtÞ Preoperative TOA þ ACA SIA a þ t b d ð11þ The length OP(t) of this vetor is determined by the Pythagorean theorem as: jopðtþj 2 t 2 2 þ d 2 þ 2tða þ bdþþ a 2 þ b 2 ð12þ This funtion is a positively oriented parable with one minimal value. The t-value, t min, for whih OP(t) 2 is minimal is found by differentiation and subsequent equation to zero: dðjopðtþj 2 Þ 2tð 2 þ d 2 Þþ2ða þ bdþ dt ð13þ Determining t min by equating (13) to zero yields: ða þ bdþ t min ð14þ 2 þ d 2 Determination of t min identifies the minimal value for OP(t) 2 and hereby for OP(t). The signifiane of the t min may be easier to interpret geometrially. The minimal length of the OP(t) vetor is always the projetion P of the origin O orthogonally on vetor RT, so that vetor OP is normal to vetor RT (Fig. 1). Clinial Example Example 3 demonstrates the use of the optimization method on a single ase. In Table 1, the result is ompared to the refrative driven treatment, the topography driven treatment and to Alpins method. 770

4 Table 1. (Næser) Astigmati data from example 3 Method Preoperative astigmatisms ACA TOA ORA (1.70 D at 120 ) (1.40 D 107 ) (0.76 D at 57 ) Postoperative astigmatisms Example 3. This example was originally desribed in fig. 8A 11B in Alpins study from The preoperative total oular astigmatism, TOA, is expressed as the net ylinder (1.40 D at 107 ). In Fig. 1, this net ylinder is depited as vetor OT = the polar values (KP(0), KP(45)) = (a,b) = ()1.16 D, )0.78 D). The preoperative anterior orneal astigmatism, ACA, is given by the net ylinder (1.70 D at 120 ) = vetor OA =(,d) =()0.85 D, )1.47 D) in Fig. 1. The oular residual astigmatism, ORA, is alulated in aordane with eqn (7) as ()1.16 D, )0.78 D) ()0.85 D, )1.47 D) = ()0.31 D, 0.68 D) = vetor OR in Fig. 1. These polar values may be reonverted to the net ylinder (0.76 Dat57 ) with the use of eqns (3 4). t min is alulated from eqn (14) as: )[()1.16)*()0.85)+()0.78)*()1.47)] [()0.85) 2 +()1.47) 2 ]=)0.74. By hoosing this value for t min, the ACA SIA = vetor OS in Fig. 1 = )0.74Æ()0.85 D, )1.47 D) = (0.63 D, 1.09 D). These polar values may be reonverted to the net ylinder (1.26 Dat30 ). The postoperative ACA is given by ()0.85 D, )1.47 D) + (0.63 D, 1.09 D) = ()0.22 D, )0.38 D) = vetor RP in Fig. 1. These polar values may be reonverted to the net ylinder (0.44 D at 120 ) with eqns (3 4). The optimal postoperative TOA is alulated aording to eqn (8) as ()1.16 D, )0.78 D) + (0.63 D, 1.09 D) =()0.53 D, 0.31 D) = vetor OP in Fig. 1. These polar values may be Targeted ACA Targeted TOA ACA SIA Refrative (0.76 D at 147 ) (0 D at 0 ) (1.40 D at 17 ) Topographi (0 D at 0 ) (0.76 D at 57 ) (1.70 D at 30 ) Alpins (0.28 D at 147 ) (0.48 D at 57 ) (1.56 D at 26 ) Optimization (0.44 D at 120 ) (0.61 D at 75 ) (1.26 D at 30 ) The target postoperative topographi anterior orneal astigmatism (ACA), refrative total oular astigmatism (TOA) and orneal surgially indued astigmatisms (ACA SIA ) in ahieving these targets, as alulated with four different methods. The postoperative astigmatisms by Alpins method are alulated as indiated in fig. 10B on page 71 in Alpins paper from ORA indiates the oular residual astigmatism. reonverted to the net ylinder (0.61 Dat75 ). In this ase, a 74% redution in the preoperative ACA produed the optimal TOA. Table 1 illustrates that either refrative or topographi astigmatism will remain in the oular system following any treatment modality. Alpins method and the optimization method distribute the postoperative astigmatism on the refration and the anterior orneal surfae. The surgially indued anterior orneal astigmatism is lowest for the optimization method. Disussion Eximer refrative laser surgery is a young proedure, and eah year has brought improvements in measuring tehniques, energy delivery, ablation profiles and flap onstrution. The present study deals with a speifi surgial segment, namely Eximer laser PARK. The aim of the study is to provide a theoretial model for ombining topographi and refrative data in the surgial planning, hereby rendering PARK safer and less invasive. Both refration and topography driven treatment algorithms have their merits, but none of them an ompletely eradiate the astigmatism from the oular system: Photoastigmati refrative keratetomy surgery based on preoperative refrative data only enables treatment of large refrative astigmatisms. The aim of the treatment is a spherial refration, and the target ACA is therefore )ORA (Table 1). The aim of a topography-guided treatment is a spherial ornea, whih will leave a postoperative TOA idential to the ORA, as illustrated in Table 1. Alpins (1997) developed a system for ombining topographi and refrative data in PARK surgery and devised a method for apportioning the ORA between the topographi and the refrative astigmatisms. The emphasis between the two astigmatisms is deided by the individual surgeon. In two later linial series, the treatment was set to leave 60% of the ORA orreted on the ornea and 40% in the refration (Alpins & Stamatelatos 2007, 2008). The present study has a different surgial planning strategy. The ACA is redued or eliminated in eah eye. The orneal astigmati magnitude is never inreased, and its diretion is never hanged. The subsequent optimization proess will identify the smallest possible refrative astigmatism within these restraints. The method is ustomized, and there is only one mathematially optimized solution to eah eye. The advantage of the present optimization method is a onsistent redution in orneal astigmatism towards spheriity. No new orneal astigmatism is arved on the ornea and probably less tissue is ablated. The optimization method may also be used to ombine refrative and topographi data for HOAs with sinusoidal omponents. However, ompared to a purely refrative driven treatment, more refrative astigmatism will remain in the eye in most ases. A ontrolled linial trial is neessary for omparing these two treatment modalities. Aknowledgement Supported by a grant from Region Midtjyllands Forskningsfond. Referenes Alpins NA (1997): New method of targeting vetors to treat astigmatism. J Catarat Refrat Surg 23: Alpins N & Stamatelatos G (2007): Customized photoastigmati refrative keratetomy using ombined topographi and refrative data for myopia and astigmatism in eyes with forme fruste and mild keratoonus. J Catarat Refrat Surg 33:

5 Alpins N & Stamatelatos G (2008): Clinial outomes of laser in situ keratomileusis using ombined topography and refrative wavefront treatments for myopi astigmatism. J Catarat Refrat Surg 34: Dunne MC, Elawad ME & Barnes DA (1994): A study of the axis of orientation of residual astigmatism. Ata Ophthalmol (Copenh) 72: Gudmundsdottir E, Jonasson F, Jonsson V, Stefansson E, Sasaki H & Sasaki K (2000): With the rule astigmatism is not the rule in the elderly. Reykjavik Eye Study: a population based study of refration and visual auity in itizens of Reykjavik 50 years and older. Ieland-Japan Co-Working Study Groups. Ata Ophthalmol Sand 78: Harris WF (1991): Representation of dioptri power in Eulidian 3-spae. Ophthalmi Physiol Opt 11: Holladay JT, Dudeja DR & Koh DD (1998): Evaluating and reporting astigmatism for individual and aggregate data. J Catarat Refrat Surg 24: Kanellopoulus AJ (2009): Comparison of sequential vs. same day simultaneous ollagen ross-linking and topography-guided PRK for treatment of keratoonus. J Refrat Surg 25: S812 S818. Kaye SB & Harris WF (2002): Analyzing refrative data. J Catarat Refrat Surg 28: Naeser K (2008): Assessment and statistis of surgially indued astigmatism. Ata Ophthalmol 86(Suppl. 1): Naeser K & Hjortdal J (2001a): Polar value analysis of refrative data. J Catarat Refrat Surg 27: Naeser K & Hjortdal J (2001b): Multivariate analysis of refrative data. Mathematis and statistis of spheroylinders. J Catarat Refrat Surg 27: Stojanovi A, Zhang J, Chen X, Nitter TA, Chen S & Wang Q (2010): Topographyguided transepithelial surfae ablation followed by orneal ollagen ross-linking performed in a single ombined proedure for the treatment of keratoonus and pelluid marginal degeneration. J Refrat Surg 26: Thibos LN, Wheeler W & Horner D (1997): Power vetors: an appliation of Fourier analysis to the desription and statistial analysis of refrative error. Optom Vis Si 74: Reeived on August 4th, aepted on May 11th Correspondene: Kristian Næser, MD, Dr.Si. Department of Ophthalmology Randers Regional Hospital Skovlyvej Randers Ø Denmark Tel: (+45) KRISNAES@rm.dk; kristian.naeser@dadlnet.dk 772

Capacity at Unsignalized Two-Stage Priority Intersections

Capacity at Unsignalized Two-Stage Priority Intersections Capaity at Unsignalized Two-Stage Priority Intersetions by Werner Brilon and Ning Wu Abstrat The subjet of this paper is the apaity of minor-street traffi movements aross major divided four-lane roadways

More information

Instructions BEFORE Cataract Surgery

Instructions BEFORE Cataract Surgery Instrutions BEFORE Catarat Surgery Your Surgery is at the Surgery Center of Southern Illinois: Loated at: 806 N. Treas, Marion, Ill. 618-993-2113 The surgery enter will all you prior to your surgery and

More information

final corrected draft

final corrected draft Archived at the Flinders Academic Commons http://dspace.flinders.edu.au/dspace/ This is the author s final corrected draft of this article. It has undergone peer review. Citation for the publisher s version:

More information

Classical Electromagnetic Doppler Effect Redefined. Copyright 2014 Joseph A. Rybczyk

Classical Electromagnetic Doppler Effect Redefined. Copyright 2014 Joseph A. Rybczyk Classial Eletromagneti Doppler Effet Redefined Copyright 04 Joseph A. Rybzyk Abstrat The lassial Doppler Effet formula for eletromagneti waves is redefined to agree with the fundamental sientifi priniples

More information

To determine the effectiveness of correcting astigmatism. Astigmatism analysis by the Alpins method. Noel Alpins, FRACO, FRCOphth, FACS ABSTRACT

To determine the effectiveness of correcting astigmatism. Astigmatism analysis by the Alpins method. Noel Alpins, FRACO, FRCOphth, FACS ABSTRACT Astigmatism analysis by the Alpins method Noel Alpins, FRACO, FRCOphth, FACS ABSTRACT Purpose: To determine the effectiveness of correcting astigmatism by laser refractive surgery by a vectorial astigmatism

More information

Revista Brasileira de Ensino de Fsica, vol. 21, no. 4, Dezembro, 1999 469. Surface Charges and Electric Field in a Two-Wire

Revista Brasileira de Ensino de Fsica, vol. 21, no. 4, Dezembro, 1999 469. Surface Charges and Electric Field in a Two-Wire Revista Brasileira de Ensino de Fsia, vol., no. 4, Dezembro, 999 469 Surfae Charges and Eletri Field in a Two-Wire Resistive Transmission Line A. K. T.Assis and A. J. Mania Instituto de Fsia Gleb Wataghin'

More information

Improved SOM-Based High-Dimensional Data Visualization Algorithm

Improved SOM-Based High-Dimensional Data Visualization Algorithm Computer and Information Siene; Vol. 5, No. 4; 2012 ISSN 1913-8989 E-ISSN 1913-8997 Published by Canadian Center of Siene and Eduation Improved SOM-Based High-Dimensional Data Visualization Algorithm Wang

More information

10.1 The Lorentz force law

10.1 The Lorentz force law Sott Hughes 10 Marh 2005 Massahusetts Institute of Tehnology Department of Physis 8.022 Spring 2004 Leture 10: Magneti fore; Magneti fields; Ampere s law 10.1 The Lorentz fore law Until now, we have been

More information

Hierarchical Clustering and Sampling Techniques for Network Monitoring

Hierarchical Clustering and Sampling Techniques for Network Monitoring S. Sindhuja Hierarhial Clustering and Sampling Tehniques for etwork Monitoring S. Sindhuja ME ABSTRACT: etwork monitoring appliations are used to monitor network traffi flows. Clustering tehniques are

More information

A Holistic Method for Selecting Web Services in Design of Composite Applications

A Holistic Method for Selecting Web Services in Design of Composite Applications A Holisti Method for Seleting Web Servies in Design of Composite Appliations Mārtiņš Bonders, Jānis Grabis Institute of Information Tehnology, Riga Tehnial University, 1 Kalu Street, Riga, LV 1658, Latvia,

More information

State of Maryland Participation Agreement for Pre-Tax and Roth Retirement Savings Accounts

State of Maryland Participation Agreement for Pre-Tax and Roth Retirement Savings Accounts State of Maryland Partiipation Agreement for Pre-Tax and Roth Retirement Savings Aounts DC-4531 (08/2015) For help, please all 1-800-966-6355 www.marylandd.om 1 Things to Remember Complete all of the setions

More information

Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD)

Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD) MS in International Human Resoure Management For students entering in 2012/3 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date of speifiation:

More information

Dispersion in Optical Fibres

Dispersion in Optical Fibres Introdution Optial Communiations Systems Dispersion in Optial Fibre (I) Dispersion limits available bandwidth As bit rates are inreasing, dispersion is beoming a ritial aspet of most systems Dispersion

More information

Channel Assignment Strategies for Cellular Phone Systems

Channel Assignment Strategies for Cellular Phone Systems Channel Assignment Strategies for Cellular Phone Systems Wei Liu Yiping Han Hang Yu Zhejiang University Hangzhou, P. R. China Contat: wliu5@ie.uhk.edu.hk 000 Mathematial Contest in Modeling (MCM) Meritorious

More information

An integrated optimization model of a Closed- Loop Supply Chain under uncertainty

An integrated optimization model of a Closed- Loop Supply Chain under uncertainty ISSN 1816-6075 (Print), 1818-0523 (Online) Journal of System and Management Sienes Vol. 2 (2012) No. 3, pp. 9-17 An integrated optimization model of a Closed- Loop Supply Chain under unertainty Xiaoxia

More information

VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR. A Thesis by. Hong-Tuan Nguyen Vu

VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR. A Thesis by. Hong-Tuan Nguyen Vu VOLTAGE CONTROL WITH SHUNT CAPACITANCE ON RADIAL DISTRIBUTION LINE WITH HIGH R/X FACTOR A Thesis by Hong-Tuan Nguyen Vu Eletrial Engineer, Polytehni University of HCMC, 1993 Submitted to the College of

More information

Sebastián Bravo López

Sebastián Bravo López Transfinite Turing mahines Sebastián Bravo López 1 Introdution With the rise of omputers with high omputational power the idea of developing more powerful models of omputation has appeared. Suppose that

More information

A novel active mass damper for vibration control of bridges

A novel active mass damper for vibration control of bridges IABMAS 08, International Conferene on Bridge Maintenane, Safety and Management, 3-7 July 008, Seoul, Korea A novel ative mass damper for vibration ontrol of bridges U. Starossek & J. Sheller Strutural

More information

Intelligent Measurement Processes in 3D Optical Metrology: Producing More Accurate Point Clouds

Intelligent Measurement Processes in 3D Optical Metrology: Producing More Accurate Point Clouds Intelligent Measurement Proesses in 3D Optial Metrology: Produing More Aurate Point Clouds Charles Mony, Ph.D. 1 President Creaform in. mony@reaform3d.om Daniel Brown, Eng. 1 Produt Manager Creaform in.

More information

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS Virginia Department of Taxation INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS www.tax.virginia.gov 2614086 Rev. 07/14 * Table of Contents Introdution... 1 Important... 1 Where to Get Assistane... 1 Online

More information

Effects of Inter-Coaching Spacing on Aerodynamic Noise Generation Inside High-speed Trains

Effects of Inter-Coaching Spacing on Aerodynamic Noise Generation Inside High-speed Trains Effets of Inter-Coahing Spaing on Aerodynami Noise Generation Inside High-speed Trains 1 J. Ryu, 1 J. Park*, 2 C. Choi, 1 S. Song Hanyang University, Seoul, South Korea 1 ; Korea Railroad Researh Institute,

More information

) ( )( ) ( ) ( )( ) ( ) ( ) (1)

) ( )( ) ( ) ( )( ) ( ) ( ) (1) OPEN CHANNEL FLOW Open hannel flow is haraterized by a surfae in ontat with a gas phase, allowing the fluid to take on shapes and undergo behavior that is impossible in a pipe or other filled onduit. Examples

More information

SHAFTS: TORSION LOADING AND DEFORMATION

SHAFTS: TORSION LOADING AND DEFORMATION ECURE hird Edition SHAFS: ORSION OADING AND DEFORMAION A. J. Clark Shool of Engineering Department of Civil and Environmental Engineering 6 Chapter 3.1-3.5 by Dr. Ibrahim A. Assakkaf SPRING 2003 ENES 220

More information

Customized corneal ablation can be designed. Slit Skiascopic-guided Ablation Using the Nidek Laser. Scott MacRae, MD; Masanao Fujieda

Customized corneal ablation can be designed. Slit Skiascopic-guided Ablation Using the Nidek Laser. Scott MacRae, MD; Masanao Fujieda Slit Skiascopic-guided Ablation Using the Nidek Laser Scott MacRae, MD; Masanao Fujieda ABSTRACT PURPOSE: To present the approach of using a scanning slit refractometer (the ARK 10000) in conjunction with

More information

arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrence Berkeley National Laboratory One Cyclotron Road Berkeley, CA 94720 USA

arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrence Berkeley National Laboratory One Cyclotron Road Berkeley, CA 94720 USA LBNL-52402 Marh 2003 On the Speed of Gravity and the v/ Corretions to the Shapiro Time Delay Stuart Samuel 1 arxiv:astro-ph/0304006v2 10 Jun 2003 Theory Group, MS 50A-5101 Lawrene Berkeley National Laboratory

More information

Retirement Option Election Form with Partial Lump Sum Payment

Retirement Option Election Form with Partial Lump Sum Payment Offie of the New York State Comptroller New York State and Loal Retirement System Employees Retirement System Polie and Fire Retirement System 110 State Street, Albany, New York 12244-0001 Retirement Option

More information

Chapter 1 Microeconomics of Consumer Theory

Chapter 1 Microeconomics of Consumer Theory Chapter 1 Miroeonomis of Consumer Theory The two broad ategories of deision-makers in an eonomy are onsumers and firms. Eah individual in eah of these groups makes its deisions in order to ahieve some

More information

UNIVERSITY AND WORK-STUDY EMPLOYERS WEB SITE USER S GUIDE

UNIVERSITY AND WORK-STUDY EMPLOYERS WEB SITE USER S GUIDE UNIVERSITY AND WORK-STUDY EMPLOYERS WEB SITE USER S GUIDE September 8, 2009 Table of Contents 1 Home 2 University 3 Your 4 Add 5 Managing 6 How 7 Viewing 8 Closing 9 Reposting Page 1 and Work-Study Employers

More information

Relativity in the Global Positioning System

Relativity in the Global Positioning System Relativity in the Global Positioning System Neil Ashby Department of Physis,UCB 390 University of Colorado, Boulder, CO 80309-00390 NIST Affiliate Email: ashby@boulder.nist.gov July 0, 006 AAPT workshop

More information

Supply chain coordination; A Game Theory approach

Supply chain coordination; A Game Theory approach aepted for publiation in the journal "Engineering Appliations of Artifiial Intelligene" 2008 upply hain oordination; A Game Theory approah Jean-Claude Hennet x and Yasemin Arda xx x LI CNR-UMR 668 Université

More information

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS

INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS Virginia Department of Taxation INCOME TAX WITHHOLDING GUIDE FOR EMPLOYERS www.tax.virginia.gov 2614086 Rev. 01/16 Table of Contents Introdution... 1 Important... 1 Where to Get Assistane... 1 Online File

More information

Conversion of short optical pulses to terahertz radiation in a nonlinear medium: Experiment and theory

Conversion of short optical pulses to terahertz radiation in a nonlinear medium: Experiment and theory PHYSICAL REVIEW B 76, 35114 007 Conversion of short optial pulses to terahertz radiation in a nonlinear medium: Experiment and theory N. N. Zinov ev* Department of Physis, University of Durham, Durham

More information

FOOD FOR THOUGHT Topical Insights from our Subject Matter Experts

FOOD FOR THOUGHT Topical Insights from our Subject Matter Experts FOOD FOR THOUGHT Topial Insights from our Sujet Matter Experts DEGREE OF DIFFERENCE TESTING: AN ALTERNATIVE TO TRADITIONAL APPROACHES The NFL White Paper Series Volume 14, June 2014 Overview Differene

More information

Wavefront technology has been used in our

Wavefront technology has been used in our Wavefront Customized Ablations With the WASCA Asclepion Workstation Sophia I. Panagopoulou, BSc; Ioannis G. Pallikaris, MD ABSTRACT PURPOSE: WASCA (Wavefront Aberration Supported Cornea Ablation) is a

More information

Electrician'sMathand BasicElectricalFormulas

Electrician'sMathand BasicElectricalFormulas Eletriian'sMathand BasiEletrialFormulas MikeHoltEnterprises,In. 1.888.NEC.CODE www.mikeholt.om Introdution Introdution This PDF is a free resoure from Mike Holt Enterprises, In. It s Unit 1 from the Eletrial

More information

Big Data Analysis and Reporting with Decision Tree Induction

Big Data Analysis and Reporting with Decision Tree Induction Big Data Analysis and Reporting with Deision Tree Indution PETRA PERNER Institute of Computer Vision and Applied Computer Sienes, IBaI Postbox 30 11 14, 04251 Leipzig GERMANY pperner@ibai-institut.de,

More information

In order to be able to design beams, we need both moments and shears. 1. Moment a) From direct design method or equivalent frame method

In order to be able to design beams, we need both moments and shears. 1. Moment a) From direct design method or equivalent frame method BEAM DESIGN In order to be able to design beams, we need both moments and shears. 1. Moment a) From diret design method or equivalent frame method b) From loads applied diretly to beams inluding beam weight

More information

Modeling and analyzing interference signal in a complex electromagnetic environment

Modeling and analyzing interference signal in a complex electromagnetic environment Liu et al. EURASIP Journal on Wireless Communiations and Networking (016) 016:1 DOI 10.1186/s13638-015-0498-8 RESEARCH Modeling and analyzing interferene signal in a omplex eletromagneti environment Chun-tong

More information

1.3 Complex Numbers; Quadratic Equations in the Complex Number System*

1.3 Complex Numbers; Quadratic Equations in the Complex Number System* 04 CHAPTER Equations and Inequalities Explaining Conepts: Disussion and Writing 7. Whih of the following pairs of equations are equivalent? Explain. x 2 9; x 3 (b) x 29; x 3 () x - 2x - 22 x - 2 2 ; x

More information

Pattern Recognition Techniques in Microarray Data Analysis

Pattern Recognition Techniques in Microarray Data Analysis Pattern Reognition Tehniques in Miroarray Data Analysis Miao Li, Biao Wang, Zohreh Momeni, and Faramarz Valafar Department of Computer Siene San Diego State University San Diego, California, USA faramarz@sienes.sdsu.edu

More information

HEAT CONDUCTION. q A q T

HEAT CONDUCTION. q A q T HEAT CONDUCTION When a temperature gradient eist in a material, heat flows from the high temperature region to the low temperature region. The heat transfer mehanism is referred to as ondution and the

More information

Discovering Trends in Large Datasets Using Neural Networks

Discovering Trends in Large Datasets Using Neural Networks Disovering Trends in Large Datasets Using Neural Networks Khosrow Kaikhah, Ph.D. and Sandesh Doddameti Department of Computer Siene Texas State University San Maros, Texas 78666 Abstrat. A novel knowledge

More information

Weighting Methods in Survey Sampling

Weighting Methods in Survey Sampling Setion on Survey Researh Methods JSM 01 Weighting Methods in Survey Sampling Chiao-hih Chang Ferry Butar Butar Abstrat It is said that a well-designed survey an best prevent nonresponse. However, no matter

More information

An Enhanced Critical Path Method for Multiple Resource Constraints

An Enhanced Critical Path Method for Multiple Resource Constraints An Enhaned Critial Path Method for Multiple Resoure Constraints Chang-Pin Lin, Hung-Lin Tai, and Shih-Yan Hu Abstrat Traditional Critial Path Method onsiders only logial dependenies between related ativities

More information

Static Fairness Criteria in Telecommunications

Static Fairness Criteria in Telecommunications Teknillinen Korkeakoulu ERIKOISTYÖ Teknillisen fysiikan koulutusohjelma 92002 Mat-208 Sovelletun matematiikan erikoistyöt Stati Fairness Criteria in Teleommuniations Vesa Timonen, e-mail: vesatimonen@hutfi

More information

A Three-Hybrid Treatment Method of the Compressor's Characteristic Line in Performance Prediction of Power Systems

A Three-Hybrid Treatment Method of the Compressor's Characteristic Line in Performance Prediction of Power Systems A Three-Hybrid Treatment Method of the Compressor's Charateristi Line in Performane Predition of Power Systems A Three-Hybrid Treatment Method of the Compressor's Charateristi Line in Performane Predition

More information

How To Fator

How To Fator CHAPTER hapter 4 > Make the Connetion 4 INTRODUCTION Developing seret odes is big business beause of the widespread use of omputers and the Internet. Corporations all over the world sell enryption systems

More information

Chapter 5 Single Phase Systems

Chapter 5 Single Phase Systems Chapter 5 Single Phase Systems Chemial engineering alulations rely heavily on the availability of physial properties of materials. There are three ommon methods used to find these properties. These inlude

More information

RATING SCALES FOR NEUROLOGISTS

RATING SCALES FOR NEUROLOGISTS RATING SCALES FOR NEUROLOGISTS J Hobart iv22 WHY Correspondene to: Dr Jeremy Hobart, Department of Clinial Neurosienes, Peninsula Medial Shool, Derriford Hospital, Plymouth PL6 8DH, UK; Jeremy.Hobart@

More information

Table of Contents. Appendix II Application Checklist. Export Finance Program Working Capital Financing...7

Table of Contents. Appendix II Application Checklist. Export Finance Program Working Capital Financing...7 Export Finane Program Guidelines Table of Contents Setion I General...........................................................1 A. Introdution............................................................1

More information

Case Reports Post-LASIK ectasia treated with intrastromal corneal ring segments and corneal crosslinking

Case Reports Post-LASIK ectasia treated with intrastromal corneal ring segments and corneal crosslinking Case Reports Post-LASIK ectasia treated with intrastromal corneal ring segments and corneal crosslinking Kay Lam, MD, Dan B. Rootman, MSc, Alejandro Lichtinger, and David S. Rootman, MD, FRCSC Author affiliations:

More information

Context-Sensitive Adjustments of Cognitive Control: Conflict-Adaptation Effects Are Modulated by Processing Demands of the Ongoing Task

Context-Sensitive Adjustments of Cognitive Control: Conflict-Adaptation Effects Are Modulated by Processing Demands of the Ongoing Task Journal of Experimental Psyhology: Learning, Memory, and Cognition 2008, Vol. 34, No. 3, 712 718 Copyright 2008 by the Amerian Psyhologial Assoiation 0278-7393/08/$12.00 DOI: 10.1037/0278-7393.34.3.712

More information

A Comparison of Default and Reduced Bandwidth MR Imaging of the Spine at 1.5 T

A Comparison of Default and Reduced Bandwidth MR Imaging of the Spine at 1.5 T 9 A Comparison of efault and Redued Bandwidth MR Imaging of the Spine at 1.5 T L. Ketonen 1 S. Totterman 1 J. H. Simon 1 T. H. Foster 2. K. Kido 1 J. Szumowski 1 S. E. Joy1 The value of a redued bandwidth

More information

WATER CLOSET SUPPORTS TECHNICAL DATA

WATER CLOSET SUPPORTS TECHNICAL DATA WATER CLOSET SUPPORTS TECHNICAL DATA Smith engineers have developed an unusually omplete line of fixture supports for mounting all types of "off the floor" fixtures. Supports have been designed for water

More information

VOLUME 13, ARTICLE 5, PAGES 117-142 PUBLISHED 05 OCTOBER 2005 DOI: 10.4054/DemRes.2005.13.

VOLUME 13, ARTICLE 5, PAGES 117-142 PUBLISHED 05 OCTOBER 2005  DOI: 10.4054/DemRes.2005.13. Demographi Researh a free, expedited, online journal of peer-reviewed researh and ommentary in the population sienes published by the Max Plank Institute for Demographi Researh Konrad-Zuse Str. 1, D-157

More information

Computational Analysis of Two Arrangements of a Central Ground-Source Heat Pump System for Residential Buildings

Computational Analysis of Two Arrangements of a Central Ground-Source Heat Pump System for Residential Buildings Computational Analysis of Two Arrangements of a Central Ground-Soure Heat Pump System for Residential Buildings Abstrat Ehab Foda, Ala Hasan, Kai Sirén Helsinki University of Tehnology, HVAC Tehnology,

More information

FIRE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero

FIRE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero FE DETECTION USING AUTONOMOUS AERIAL VEHICLES WITH INFRARED AND VISUAL CAMERAS. J. Ramiro Martínez-de Dios, Luis Merino and Aníbal Ollero Robotis, Computer Vision and Intelligent Control Group. University

More information

Computer Networks Framing

Computer Networks Framing Computer Networks Framing Saad Mneimneh Computer Siene Hunter College of CUNY New York Introdution Who framed Roger rabbit? A detetive, a woman, and a rabbit in a network of trouble We will skip the physial

More information

HEAT EXCHANGERS-2. Associate Professor. IIT Delhi E-mail: prabal@mech.iitd.ac.in. P.Talukdar/ Mech-IITD

HEAT EXCHANGERS-2. Associate Professor. IIT Delhi E-mail: prabal@mech.iitd.ac.in. P.Talukdar/ Mech-IITD HEA EXHANGERS-2 Prabal alukdar Assoiate Professor Department of Mehanial Engineering II Delhi E-mail: prabal@meh.iitd.a.in Multipass and rossflow he subsripts 1 and 2 represent the inlet and outlet, respetively..

More information

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator

Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator nternational Journal of Computer and Eletrial Engineering, Vol. 1, No. 1, April 2009 Neural network-based Load Balaning and Reative Power Control by Stati VAR Compensator smail K. Said and Marouf Pirouti

More information

Henley Business School at Univ of Reading. Chartered Institute of Personnel and Development (CIPD)

Henley Business School at Univ of Reading. Chartered Institute of Personnel and Development (CIPD) MS in International Human Resoure Management (full-time) For students entering in 2015/6 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date

More information

Chapter 6 A N ovel Solution Of Linear Congruenes Proeedings NCUR IX. (1995), Vol. II, pp. 708{712 Jerey F. Gold Department of Mathematis, Department of Physis University of Utah Salt Lake City, Utah 84112

More information

THE BEST OF BOTH WORLDS Dual-Scheimpflug and Placido Reaching a new level in refractive screening

THE BEST OF BOTH WORLDS Dual-Scheimpflug and Placido Reaching a new level in refractive screening THE BEST OF BOTH WORLDS Dual-Scheimpflug and Placido Reaching a new level in refractive screening GALILEI G4 Clinical Applications Corneal Implant Planning The comes with a licensable corneal inlay software

More information

Deadline-based Escalation in Process-Aware Information Systems

Deadline-based Escalation in Process-Aware Information Systems Deadline-based Esalation in Proess-Aware Information Systems Wil M.P. van der Aalst 1,2, Mihael Rosemann 2, Marlon Dumas 2 1 Department of Tehnology Management Eindhoven University of Tehnology, The Netherlands

More information

Robust Classification and Tracking of Vehicles in Traffic Video Streams

Robust Classification and Tracking of Vehicles in Traffic Video Streams Proeedings of the IEEE ITSC 2006 2006 IEEE Intelligent Transportation Systems Conferene Toronto, Canada, September 17-20, 2006 TC1.4 Robust Classifiation and Traking of Vehiles in Traffi Video Streams

More information

Customized corneal ablation and super vision. Customized Corneal Ablation and Super Vision

Customized corneal ablation and super vision. Customized Corneal Ablation and Super Vision Customized Corneal Ablation and Super Vision Scott M. MacRae, MD; James Schwiegerling, PhD; Robert Snyder, MD, PhD ABSTRACT PURPOSE: To review the early development of new technologies that are becoming

More information

Measurement of Powder Flow Properties that relate to Gravity Flow Behaviour through Industrial Processing Lines

Measurement of Powder Flow Properties that relate to Gravity Flow Behaviour through Industrial Processing Lines Measurement of Powder Flow Properties that relate to Gravity Flow ehaviour through Industrial Proessing Lines A typial industrial powder proessing line will inlude several storage vessels (e.g. bins, bunkers,

More information

Open and Extensible Business Process Simulator

Open and Extensible Business Process Simulator UNIVERSITY OF TARTU FACULTY OF MATHEMATICS AND COMPUTER SCIENCE Institute of Computer Siene Karl Blum Open and Extensible Business Proess Simulator Master Thesis (30 EAP) Supervisors: Luiano Garía-Bañuelos,

More information

Performance Rating of Unitary Air-Conditioning & Air-Source Heat Pump Equipment

Performance Rating of Unitary Air-Conditioning & Air-Source Heat Pump Equipment ANSI/AHRI Standard 210/240 with Addenda 1 and 2 (formerly ARI Standard 210/240) 2008 Standard for Performane Rating of Unitary Air-Conditioning & Air-Soure Heat Pump Equipment Approved by ANSI in Deember

More information

Effectiveness of a law to reduce alcohol-impaired driving in Japan

Effectiveness of a law to reduce alcohol-impaired driving in Japan Effetiveness of a law to redue alohol-impaired driving in Japan T Nagata, 1,2 S Setoguhi, 3 D Hemenway, 4 M J Perry 5 Original artile 1 Takemi Program, Department of International Health, Harvard Shool

More information

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules

Improved Vehicle Classification in Long Traffic Video by Cooperating Tracker and Classifier Modules Improved Vehile Classifiation in Long Traffi Video by Cooperating Traker and Classifier Modules Brendan Morris and Mohan Trivedi University of California, San Diego San Diego, CA 92093 {b1morris, trivedi}@usd.edu

More information

10 UNSTEADY FLOW IN OPEN CHANNELS

10 UNSTEADY FLOW IN OPEN CHANNELS 0 UNTEY FLOW IN OEN CHNNEL 0. Introdution Unsteady flow in open hannels differs from that in losed onduits in that the eistene of a free surfae allows the flow ross-setion to freely hange, a fator whih

More information

Using Live Chat in your Call Centre

Using Live Chat in your Call Centre Using Live Chat in your Call Centre Otober Key Highlights Yesterday's all entres have beome today's ontat entres where agents deal with multiple queries from multiple hannels. Live Chat hat is one now

More information

Heat Generation and Removal in Solid State Lasers

Heat Generation and Removal in Solid State Lasers Chapter 1 Heat Generation and Removal in Solid State Lasers V. Ashoori, M. Shayganmanesh and S. Radmard Additional information is available at the end of the hapter http://dx.doi.org/10.577/63 1. Introdution

More information

Efficacy of laser in situ keratomileusis in correcting anterior and non-anterior corneal astigmatism: Comparative study

Efficacy of laser in situ keratomileusis in correcting anterior and non-anterior corneal astigmatism: Comparative study ARTICLE Efficacy of laser in situ keratomileusis in correcting anterior and non-anterior corneal astigmatism: Comparative study Lance Kugler, MD, Ilan Cohen, MD, Walid Haddad, MD, Ming X. Wang, MD, PhD

More information

Parametric model of IP-networks in the form of colored Petri net

Parametric model of IP-networks in the form of colored Petri net Parametri model of IP-networks in the form of olored Petri net Shmeleva T.R. Abstrat A parametri model of IP-networks in the form of olored Petri net was developed; it onsists of a fixed number of Petri

More information

A Survey of Usability Evaluation in Virtual Environments: Classi cation and Comparison of Methods

A Survey of Usability Evaluation in Virtual Environments: Classi cation and Comparison of Methods Doug A. Bowman bowman@vt.edu Department of Computer Siene Virginia Teh Joseph L. Gabbard Deborah Hix [ jgabbard, hix]@vt.edu Systems Researh Center Virginia Teh A Survey of Usability Evaluation in Virtual

More information

CHAPTER J DESIGN OF CONNECTIONS

CHAPTER J DESIGN OF CONNECTIONS J-1 CHAPTER J DESIGN OF CONNECTIONS INTRODUCTION Chapter J of the addresses the design and heking of onnetions. The hapter s primary fous is the design of welded and bolted onnetions. Design requirements

More information

Learning Curves and Stochastic Models for Pricing and Provisioning Cloud Computing Services

Learning Curves and Stochastic Models for Pricing and Provisioning Cloud Computing Services T Learning Curves and Stohasti Models for Priing and Provisioning Cloud Computing Servies Amit Gera, Cathy H. Xia Dept. of Integrated Systems Engineering Ohio State University, Columbus, OH 4310 {gera.,

More information

Annual Return/Report of Employee Benefit Plan

Annual Return/Report of Employee Benefit Plan Form 5500 Department of the Treasury Internal Revenue Servie Department of Labor Employee Benefits Seurity Administration Pension Benefit Guaranty Corporation Annual Return/Report of Employee Benefit Plan

More information

The Advantages of Using Aountable Care Organizations ( ACOs)

The Advantages of Using Aountable Care Organizations ( ACOs) JLEO, V3 S i77 Struturing Inentives within Aountable Care Organizations Brigham Frandsen Brigham Young University James B. Rebitzer* Boston University Shool of Management and ational Bureau of Eonomi Researh

More information

Another Look at Gaussian CGS Units

Another Look at Gaussian CGS Units Another Look at Gaussian CGS Units or, Why CGS Units Make You Cool Prashanth S. Venkataram February 24, 202 Abstrat In this paper, I ompare the merits of Gaussian CGS and SI units in a variety of different

More information

Intuitive Guide to Principles of Communications By Charan Langton www.complextoreal.com

Intuitive Guide to Principles of Communications By Charan Langton www.complextoreal.com Intuitive Guide to Priniples of Communiations By Charan Langton www.omplextoreal.om Understanding Frequeny Modulation (FM), Frequeny Shift Keying (FSK), Sunde s FSK and MSK and some more The proess of

More information

Journal of Engineering Science and Technology Review 6 (5) (2013) 143-148. Research Article

Journal of Engineering Science and Technology Review 6 (5) (2013) 143-148. Research Article Jestr Journal o Engineering Siene and Tehnology Review 6 (5) (13) 143-148 Researh Artile JOURNAL OF Engineering Siene and Tehnology Review www.jestr.org Numerial Analyses on Seismi Behaviour o Conrete-illed

More information

THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES

THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES Proeedings of FEDSM 98 998 ASME Fluids Engineering Division Summer Meeting June 2-25, 998 Washington DC FEDSM98-529 THE PERFORMANCE OF TRANSIT TIME FLOWMETERS IN HEATED GAS MIXTURES John D. Wright Proess

More information

Incision along Steep Axis

Incision along Steep Axis Toric IOL An option or a must? ~ 15% cataract surgical patients >1.5 D Options: spectacles, CLs, Incision along steep axis, LRI, AK, toric IOL, Excimer Laser or a combination Walter J. Stark, MD Professor

More information

Recovering Articulated Motion with a Hierarchical Factorization Method

Recovering Articulated Motion with a Hierarchical Factorization Method Reovering Artiulated Motion with a Hierarhial Fatorization Method Hanning Zhou and Thomas S Huang University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, Urbana, IL 680, USA {hzhou, huang}@ifpuiuedu

More information

Intraoperative Spinal Sonography in Thoracic and Lumbar Fractures: Evaluation of

Intraoperative Spinal Sonography in Thoracic and Lumbar Fractures: Evaluation of 353 Intraoperative Spinal Sonography in Thorai and Lumbar Fratures: Evaluation of Harrington Rod Instrumentation Robert M. Quener' erta M. Montalvo' Frank J. Eismonf arth. Green 3 Thirty-seven patients

More information

protection p1ann1ng report

protection p1ann1ng report f1re~~ protetion p1ann1ng report BUILDING CONSTRUCTION INFORMATION FROM THE CONCRETE AND MASONRY INDUSTRIES Signifiane of Fire Ratings for Building Constrution NO. 3 OF A SERIES The use of fire-resistive

More information

4.15 USING METEOSAT SECOND GENERATION HIGH RESOLUTION VISIBLE DATA FOR THE IMPOVEMENT OF THE RAPID DEVELOPPING THUNDERSTORM PRODUCT

4.15 USING METEOSAT SECOND GENERATION HIGH RESOLUTION VISIBLE DATA FOR THE IMPOVEMENT OF THE RAPID DEVELOPPING THUNDERSTORM PRODUCT 4.15 USNG METEOSAT SECOND GENEATON HGH ESOLUTON VSBLE DATA FO THE MPOVEMENT OF THE APD DEVELOPPNG THUNDESTOM PODUCT Oleksiy Kryvobok * Ukrainian HydroMeteorologial nstitute Kyiv, Ukraine Stephane Senesi

More information

RISK-BASED IN SITU BIOREMEDIATION DESIGN JENNINGS BRYAN SMALLEY. A.B., Washington University, 1992 THESIS. Urbana, Illinois

RISK-BASED IN SITU BIOREMEDIATION DESIGN JENNINGS BRYAN SMALLEY. A.B., Washington University, 1992 THESIS. Urbana, Illinois RISK-BASED IN SITU BIOREMEDIATION DESIGN BY JENNINGS BRYAN SMALLEY A.B., Washington University, 1992 THESIS Submitted in partial fulfillment of the requirements for the degree of Master of Siene in Environmental

More information

Board Building Recruiting and Developing Effective Board Members for Not-for-Profit Organizations

Board Building Recruiting and Developing Effective Board Members for Not-for-Profit Organizations Board Development Board Building Reruiting and Developing Effetive Board Members for Not-for-Profit Organizations Board Development Board Building Reruiting and Developing Effetive Board Members for Not-for-Profit

More information

Standardized Analyses of Correction of Astigmatism With the Visian Toric Phakic Implantable Collamer Lens

Standardized Analyses of Correction of Astigmatism With the Visian Toric Phakic Implantable Collamer Lens Standardized Analyses of Correction of Astigmatism With the Visian Toric Phakic Implantable Collamer Lens Donald R. Sanders, MD, PhD; Edwin J. Sarver, PhD ABSTRACT PURPOSE: To demonstrate the methodology

More information

User s Guide VISFIT: a computer tool for the measurement of intrinsic viscosities

User s Guide VISFIT: a computer tool for the measurement of intrinsic viscosities File:UserVisfit_2.do User s Guide VISFIT: a omputer tool for the measurement of intrinsi visosities Version 2.a, September 2003 From: Multiple Linear Least-Squares Fits with a Common Interept: Determination

More information

Globalization, Jobs, and Welfare: The Roles of Social Protection and Redistribution 1

Globalization, Jobs, and Welfare: The Roles of Social Protection and Redistribution 1 Globalization, Jobs, and Welfare: The Roles of Soial Protetion and Redistribution Priya Ranjan University of California - Irvine pranjan@ui.edu Current Draft Otober, 04 Abstrat This paper studies the welfare

More information

To the Graduate Council:

To the Graduate Council: o the Graduate Counil: I am submitting herewith a dissertation written by Yan Xu entitled A Generalized Instantaneous Nonative Power heory for Parallel Nonative Power Compensation. I have examined the

More information

Agile ALM White Paper: Redefining ALM with Five Key Practices

Agile ALM White Paper: Redefining ALM with Five Key Practices Agile ALM White Paper: Redefining ALM with Five Key Praties by Ethan Teng, Cyndi Mithell and Chad Wathington 2011 ThoughtWorks ln. All rights reserved www.studios.thoughtworks.om Introdution The pervasiveness

More information

protection p1ann1ng report

protection p1ann1ng report ( f1re protetion p1ann1ng report I BUILDING CONSTRUCTION INFORMATION FROM THE CONCRETE AND MASONRY INDUSTRIES NO. 15 OF A SERIES A Comparison of Insurane and Constrution Costs for Low-Rise Multifamily

More information

Relativistic Kinematics -a project in Analytical mechanics Karlstad University

Relativistic Kinematics -a project in Analytical mechanics Karlstad University Relativisti Kinematis -a projet in Analytial mehanis Karlstad University Carl Stigner 1th January 6 Abstrat The following text is a desription of some of the ontent in hapter 7 in the textbook Classial

More information

Impedance Method for Leak Detection in Zigzag Pipelines

Impedance Method for Leak Detection in Zigzag Pipelines 10.478/v10048-010-0036-0 MEASUREMENT SCIENCE REVIEW, Volume 10, No. 6, 010 Impedane Method for Leak Detetion in igzag Pipelines A. Lay-Ekuakille 1, P. Vergallo 1, A. Trotta 1 Dipartimento d Ingegneria

More information