A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results During the Annual Training Cycle

Size: px
Start display at page:

Download "A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results During the Annual Training Cycle"

Transcription

1 A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results Durig the Aual Traiig Cycle Krzysztof Przedowek 1, Krzysztof Wiktorowicz 2, Tomasz Krzeszowski 2 ad Jausz Iskra 3 1 Faculty of Physical Educatio, Uiversity of Rzeszow, Rzeszow, Polad 2 Faculty of Electrical ad Computer Egieerig, Rzeszow Uiversity of Techology, Rzeszow, Polad 3 Faculty of Physical Educatio ad Physiotherapy, Opole Uiversity of Techology, Opole, Polad Keywords: Abstract: 110m Hurdles, Predictive Models, Fuzzy Systems, R Programmig Laguage. This paper describes a fuzzy-based software tool for predictig results i the 110m hurdles. The predictive models were built o usig 40 aual traiig cycles completed by 18 athletes. These models iclude: ordiary least squares regressio, ridge regressio, LASSO regressio, elastic et regressio ad oliear fuzzy correctio of least squares regressio. I order to compare them, ad choose the best model, leave-oe-out cross-validatio was used. This showed that the fuzzy corrector proposed i this paper has the lowest predictio error. The developed software ca support a coach i plaig a athlete s aual traiig cycle. It allows the athlete s results to be predicted, ad i this way, for the best traiig loads to be selected. The tool is a web-based iteractive applicatio that ca be ru from a computer or a mobile device. The whole system was implemeted usig the R programmig laguage with additioal packages. 1 INTRODUCTION Nowadays a variety of computer tools ad methods play a importat role i sport traiig. Both competitors ad coaches are lookig for ew solutios that ca support the traiig process. Oe aspect of such support ca be the use of regressio models to predict results. Predictio ca be used to calculate performace results (Edelma-Nusser et al., 2002; Maszczyk et al., 2011; Przedowek et al., 2014) or to idetify sportig talet (Papić et al., 2009; Rocziok et al., 2013). For example, i the paper (Edelma- Nusser et al., 2002), the authors use artificial eural etworks to predict swimmers competitive performace. The eural models were cross-validated ad the results show that the modelig was very precise. The paper (Przedowek et al., 2014) describes the use of liear ad oliear multivariable models as tools to predict 400m hurdles results. Aother paper (Haghighat et al., 2013) presets a review of datamiig techiques that are used for predictio i various sportig disciplies. Despite the existece of methods for predictio i sport, there is lack of tools that could be used by a coach durig the traiig process, particularly i the 110m hurdles. Available software such as Kiovea, Physics Toolkit ad SkillSpector ca be used for the biomechaical aalysis of huma motio based o video sequeces (Omorczyk et al., 2014; Sañudo et al., 2014; Gavojdea, 2015). For example, Sañudo et al. (Sañudo et al., 2014) use Kiovea software to determie the mea propulsive velocity ad the maximal velocity durig a bech press. I the paper (Gavojdea, 2015), Kiovea ad Physics Toolkit are used to aalyze the double salto backward tucked. Aother applicatio, amed Lice (Gabi et al., 2012) is used i the desig of observatioal systems, video recordig, the calculatio of data quality ad the presetatio of results. I aother paper (Raders et al., 2010), the authors compare differet multi-camera systems used for football match aalysis. Papic et al. (Papić et al., 2009) developed a fuzzy expert system for scoutig ad evaluatig youg sports talet. A similar system is preseted i (Louzada et al., 2016), where the authors carried out talet idetificatio i soccer usig a web-orieted expert system. I the 110m hurdles, the coach ca use the tool to estimate the parameters of hurdle clearace (Krzeszowski et al., 2016). These parameters are estimated usig the particle swarm optimizatio algorithm ad they are based o aalysis of the images recorded with a 100 Hz camera. From the literature review, it ca be see that there is a eed to develop tools supportig sports traiig. The mai cotributio of this paper is, therefore to 176 Przedowek, K., Wiktorowicz, K., Krzeszowski, T. ad Iskra, J. A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results Durig the Aual Traiig Cycle. DOI: / I Proceedigs of the 4th Iteratioal Cogress o Sport Scieces Research ad Techology Support (icsports 2016), pages ISBN: Copyright c 2016 by SCITEPRESS Sciece ad Techology Publicatios, Lda. All rights reserved

2 A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results Durig the Aual Traiig Cycle Table 1: Descriptio of variables used to costruct the models. Variable Descriptio x x mi x max y Predicted 110m hurdles result [s] x 1 Age [years] x 2 Body height [cm] x 3 Body mass [kg] x 4 Body mass idex x 5 Curret 110m hurdles result [s] x 6 Maximal ad techical speed [m] x 7 Techical ad speed exercises [m] x 8 Speed ad specific hurdle edurace [m] x 9 Pace rus [m] x 10 Aerobic edurace [m] x 11 Stregth edurace [m] x 12 Stregth of lower limbs [kg] x 13 Truk stregth [amout] x 14 Upper body stregth [kg] x 15 Explosive stregth of lower limbs [amout] x 16 Explosive stregth of upper limbs [amout] x 17 Techical exercises walkig pace [mi] x 18 Techical exercises ruig pace [mi] x 19 Rus over hurdles [amout] x 20 Hurdle rus i varied rhythm [amout] develop a fuzzy-based software tool for results predictio i the 110m hurdles. This tool is created as a web applicatio that ca be ru from a computer or a mobile device. It allows traiig loads to be plaed across the aual traiig cycle so the athlete achieves their expected results. 2 MATERIAL The traiig data cotai 40 records. These records were collected from 18 highly traied athletes (mea result i the 110m hurdles: s) aged betwee 18 ad 28. The athletes were members of the Polish Natioal Team. Each record cotais a athlete s parameters ad that athlete s traiig program across the aual traiig cycle. The models for result predictio were build usig 21 variables (Tab. 1). The iput variables x 1 x 5 represet the athlete s parameters, the iput variables x 6 x 20 represet the traiig loads ad the output variable y represets the predicted 110m hurdles result. The traiig loads were classified o the basis of work (Iskra ad Ryguła, 2001), but it should be oted that this classificatio ca be formulated i differet ways. I this paper, the values of these loads are the sum of all the loads of the same type realized durig the aual traiig cycle. The 110m hurdles results were registered before ad after the cycle. 3 PREDICTIVE MODELS 3.1 Problem Formulatio We cosidered the regressio problem with p iputs (predictors) X j ad oe output (respose) Ŷ. The goal was to build the predictive model Ŷ = f (X 1,...,X p ) based o a data set cotaiig observatios i the form of pairs (x i,y i ), where i = 1,...,, p = dim(x). I this paper, we use: liear models i the form of ordiary least squares (OLS), ridge regressio, least absolute shrikage ad selectio operator (LASSO) ad elastic et regressio, oliear model i the form of fuzzy rule base system (FRBS). The detailed descriptio of the liear models ca be foud i (Wiktorowicz et al., 2015). The fuzzy model is described i the ext sectio. Due to the small amout of data ( = 40), the models are compared usig the leave-oe-out crossvalidatio method (Arlot ad Celisse, 2010). The idea of this method is based o the separatio of subsets of learig data from the data set. Each subset is formed by removig oly oe record from the data set, which becomes the testig pair. The predictive quality of a model is expressed by the root of the mea square error of cross-validatio (RMSE CV ) calculated as 177

3 icsports th Iteratioal Cogress o Sport Scieces Research ad Techology Support RMSE CV = 1 i=1 (y i ŷ i ) 2 (1) where ŷ i is the output of a model costructed o the data set after removig the pair (x i,y i ). Moreover, we use the fitess measure expressed by the root mea square error of traiig (RMSE T ) defied as 1 RMSE T = (y i ŷ i ) 2 (2) i=1 where ŷ i is the output of a model costructed o the full data set. 3.2 Fuzzy Regressio Model The fuzzy model proposed i this paper is costructed i the followig steps. 1. Cross-validatio of the OLS model Ŷ = f OLS (X 1,...,X p ) (3) for the data (x i,y i ). The error i the ith step of cross-validatio has the form where ŷ i = f OLS (x i ). d i = y i ŷ i (4) 2. Costructig the fuzzy (oliear) model ˆD = f FUZZY (X 1,...,X p ) (5) for the data (x i,d i ). This model predicts the errors obtaied i Step 1, that is it determies dˆ i = f FUZZY (x i ). The best fuzzy model ca be chose o the basis of cross-validatio coducted, for example, with varyig umbers of fuzzy sets. 3. Cross-validatio of the OLS model with the corrected error i the form d ew i = y i (ŷ i + ˆ d i ) (6) where ŷ i ad ˆ d i are determied by (3) ad (5), respectively. 3.3 Compariso of Models The regressio models were calculated i R (R Core Team, 2016). The lm.ridge fuctio from the "MASS" package (Veables ad Ripley, 2002) was used to calculate the OLS ad the ridge regressios. The LASSO regressio ad the elastic et regressio were obtaied with the eet fuctio icluded i the "elastic et" package (Zou ad Hastie, 2016). The fuzzy regressio model was calculated usig frbs.lear from the "frbs" package (Riza et al., cross-validatio error for ˆd umber of fuzzy sets Figure 1: Cross-validatio error for ˆ d as a fuctio of the umber of fuzzy sets. The smallest error is obtaied for eight sets. 2015). The learig method was the Wag-Medel algorithm (Wag ad Medel, 1992). The parameters of the applied models are show i Table 2. I the fuzzy model, five Gaussia membership fuctios are used, the t-orm is "miimum", the defuzzificatio is the "weighted average method", ad the implicatio is "miimum". The umber of fuzzy sets was determied by calculatig the crossvalidatio errors. These errors are show i Fig. 1 as a fuctio of the umber of fuzzy sets (chagig from 2 to 13). From Fig. 1 it is see that the best model is obtaied for eight sets. The errors RMSE CV ad RMSE T for the models uder cosideratio are preseted i Table 3. It shows that the proposed fuzzy regressio model has the lowest RMSE CV ad the high- Table 2: Parameters of models. Regressio Parameters OLS RIDGE lambda = 16.1 LASSO lambda = 0, s = 0.04 ENET lambda = 0.16, s = 0.56 FUZZY method.type = "WM" um.labels = 8 type.mf = "GAUSSIAN" type.torm = "MIN" type.defuz = "WAM" type.implicatio.fuc = "MIN" Table 3: Summary of errors. Regressio RMSE CV [s] RMSE T [s] OLS RIDGE LASSO ENET FUZZY

4 A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results Durig the Aual Traiig Cycle Figure 2: Screeshot of the applicatio for result predictio i 110m hurdles. est RMSE T. It meas that it ca predict the result better tha the liear models, but it has the worst fit to the data. 4 GRAPHICAL USER INTERFACE The graphical user iterface was implemeted i R laguage usig the libraries shiy, shiythemes ad shiydashboard. This iterface is a web-orieted applicatio ad therefore it requires oly a web browser ad a Iteret coectio to be used. The curret versio of the developed system is available o The applicatio cosists of two tabs labeled "Result predictio" ad "About". The "Result predictio" tab is used for eterig data ad for result predictio (Fig. 2). The iput variables are grouped ito five boxes: "Athlete s parameters", "Traiig loads edurace", "Traiig loads techique ad rhythm", Traiig loads stregth", ad "Traiig loads speed". The value of each iput ca be modified usig appropriately scaled sliders. For example, the box "Traiig loads edurace" preseted i Fig. 3 has five sliders for chagig the edurace traiig loads. Each slider has its rage determied o the basis of the miimum ad maximum values i the database (Tab. 1). For istace, the slider "Pace rus" rages from 25000m to m with each step equal to oe meter. I the last box, labeled "Predictive model" (Fig. 4), the user ca choose oe of the developed re- 179

5 icsports th Iteratioal Cogress o Sport Scieces Research ad Techology Support with differet traiig coditios. The whole applicatio, composed of the predictive models ad the graphical user iterface, was created i R programmig laguage. The simple iterface allows a athlete s parameters ad traiig loads to be chaged. I this way, the coach ca predict the expected result ad select idividual compoets of the traiig for a give athlete. Further work will focus o the developmet of the proposed applicatio, which ivolves implemetig idividual user accouts, the preparatio of a athlete databases ad creatig reports. I additio, a ew computatioal module will be developed for geeratig traiig loads. Figure 3: Screeshot of the box for eterig edurace traiig loads. ACKNOWLEDGEMENTS This work has bee supported by the Polish Miistry of Sciece ad Higher Educatio withi the research project "Developmet of Academic Sport" i the years , project o. N RSA REFERENCES Figure 4: Screeshot of the box for result predictio. gressio models. Two textoutput fields display the curret ad predicted results. Predictio of the result is performed automatically after chagig the value i ay box i this tab. I this way, the user ca modify traiig loads ad observe the chages that occur i the expected result. The traiig program should correspod to the iputs specified i Tab. 1. The "About" tab cotais iformatio about the applicatio ad the authors. 5 CONCLUSIONS I this paper a fuzzy-based software tool for result predictio i the 110m hurdles was preseted. The predictio is based o the followig models: OLS regressio, ridge regressio, LASSO regressio, elastic et regressio ad OLS regressio with fuzzy correctio. The best predictio was obtaied by the proposed fuzzy model, but it has the lowest fitess to the data. The parameters of the models ca be also validated i future usig a idepedet group of athletes Arlot, S. ad Celisse, A. (2010). A survey of crossvalidatio procedures for model selectio. Statistics Surveys, 4: Edelma-Nusser, J., Hohma, A., ad Heeberg, B. (2002). Modelig ad predictio of competitive performace i swimmig upo eural etworks. Europea Joural of Sport Sciece, 2(2):1 10. Gabi, B., Camerio, O., Aguera, M. T., ad Castañer, M. (2012). Lice: Multiplatform sport aalysis software. Procedia - Social ad Behavioral Scieces, 46: Gavojdea, A.-M. (2015). The impact of usig the specialized software o studig the ladigs at ueve bars. I Coferece proceedigs of elearig ad Software for Educatio (else 2015), umber 3, pages Haghighat, M., Rastegari, H., ad Nourafza, N. (2013). A review of data miig techiques for result predictio i sports. Advaces i Computer Sciece: a Iteratioal Joural, 2(5):7 12. Iskra, J. ad Ryguła, I. (2001). The optimizatio of traiig loads i high class hurdlers. Joural of Huma Kietics, 6: Krzeszowski, T., Przedowek, K., Wiktorowicz, K., ad Iskra, J. (2016). Estimatio of hurdle clearace parameters usig a moocular huma motio trackig method. Computer Methods i Biomechaics ad Biomedical Egieerig, 19(12): PMID:

6 A Fuzzy-based Software Tool Used to Predict 110m Hurdles Results Durig the Aual Traiig Cycle Louzada, F., Maiorao, A. C., ad Ara, A. (2016). isports: A web-orieted expert system for talet idetificatio i soccer. Expert Systems with Applicatios, 44: Maszczyk, A., Zając, A., ad Ryguła, I. (2011). A eural etwork model approach to athlete selectio. Sports Egieerig, 13(2): Omorczyk, J., Nosiadek, L., Nosiadek, A., ad Chwała, W. (2014). Use of biomechaical aalysis for techical traiig i artistic gymastics usig the example of a back hadsprig. I Urbaik, C., Mastalerz, A., ad Iwańska, D., editors, Selected problems of biomechaics of sport ad rehabilitatio, volume II, pages Józef Piłsudski Uiversity of Physical Educatio i Warsaw. Papić, V., Rogulj, N., ad Pleštia, V. (2009). Idetificatio of sport talets usig a web-orieted expert system with a fuzzy module. Expert Systems with Applicatios, 36(5): Przedowek, K., Iskra, J., ad Przedowek, K. H. (2014). Predictive modelig i 400-metres hurdles races. I 2d It. Cogress o Sport Scieces Research ad Techology Support - icsports 2014, pages SCITEPRESS, Rome, Italy. R Core Team (2016). R: A Laguage ad Eviromet for Statistical Computig. R Foudatio for Statistical Computig, Viea, Austria. Raders, M. B., Mujika, I., Hewitt, A., Satisteba, J., Bischoff, R., Solao, R., Zubillaga, A., Peltola, E., Krustrup, P., ad Mohr, M. (2010). Applicatio of four differet football match aalysis systems: A comparative study. Joural of Sports Scieces, 28(2): Riza, L. S., Bergmeir, C., Herrera, F., ad Beítez, J. M. (2015). frbs: Fuzzy rule-based systems for classificatio ad regressio i R. Joural of Statistical Software, 65(6):1 30. Rocziok, R., Maszczyk, A., Staula, A., Czuba, M., Pietraszewski, P., Katyka, J., ad Starzyński, M. (2013). Physiological ad physical profiles ad o-ice performace approach to predict talet i male youth ice hockey players durig draft to hockey team. Isokietics ad Exercise Sciece, 21(2): Sañudo, B., Rueda, D., Pozo-Cruz, B. D., de Hoyo, M., ad Carrasco, L. (2014). Validatio of a video aalysis software package for quatifyig movemet velocity i resistace exercises. Joural of Stregth ad Coditioig Research. Veables, W. N. ad Ripley, B. D. (2002). Moder Applied Statistics with S. Spriger, New York. Wag, L. X. ad Medel, J. M. (1992). Geeratig fuzzy rules by learig from examples. IEEE Trasactios o Systems, Ma, ad Cyberetics, 22(6): Wiktorowicz, K., Przedowek, K., Lassota, L., ad Krzeszowski, T. (2015). Predictive modelig i race walkig. Computatioal Itelligece ad Neurosciece, 2015:9. Article ID Zou, H. ad Hastie, T. (2016). Package "elasticet". CRAN. 181

THE EFFECTS OF COUPLED INDUCTORS IN PARALLEL INTERLEAVED BUCK CONVERTERS

THE EFFECTS OF COUPLED INDUCTORS IN PARALLEL INTERLEAVED BUCK CONVERTERS THE EFFECTS OF COUPED INDUCTORS IN PARAE INTEREAVED BUCK CONVERTERS Paul Seria, David Fi ad Geoff Walker pseria@itee.uq.edu.au School of Iformatio Techology ad Electrical Egieerig Uiversity of Queeslad

More information

Characterization of Refrigeration System Compressor Performance

Characterization of Refrigeration System Compressor Performance Purdue Uiversity Purdue e-pubs Iteratioal Refrigeratio ad Air Coditioig Coferece School of Mechaical Egieerig 2002 Characterizatio of Refrigeratio System Compressor Performace A. Mackese Uiversity of Wiscosi-Madiso

More information

DAMAGE ASSESSMENT OF FIBRE ROPES FOR OFFSHORE MOORING

DAMAGE ASSESSMENT OF FIBRE ROPES FOR OFFSHORE MOORING RECOMMENDED PRACTICE DNV-RP-E304 DAMAGE ASSESSMENT OF FIBRE ROPES FOR OFFSHORE MOORING APRIL 2005 FOREWORD (DNV) is a autoomous ad idepedet foudatio with the objectives of safeguardig life, property ad

More information

Policy sensitivity analysis of Karachi commuters

Policy sensitivity analysis of Karachi commuters Policy sesitivity aalysis of Karachi commuters A. Q. Memo 1 & K. Sao 2 1 Departmet of Civil Egieerig, NED Uiversity of Egieerig ad Techology, Karachi, Pakista 2 Departmet of Civil ad Evirometal Egieerig,

More information

A SECOND SOLUTION FOR THE RHIND PAPYRUS UNIT FRACTION DECOMPOSITIONS

A SECOND SOLUTION FOR THE RHIND PAPYRUS UNIT FRACTION DECOMPOSITIONS Fudametal Joural of Mathematics ad Mathematical Scieces Vol., Issue, 0, Pages -55 This paper is available olie at http://www.frdit.com/ Published olie November 9, 0 A SECOND SOLUTION FOR THE RHIND PAPYRUS

More information

Influences of Teaching Styles and Motor Educability on Learning Outcomes of Volleyball

Influences of Teaching Styles and Motor Educability on Learning Outcomes of Volleyball Asia Social Sciece; Vol., No. 5; 14 ISSN 1911-17 E-ISSN 1911-5 Published by Caadia Ceter of Sciece ad Educatio Iflueces of Teachig Styles ad Motor Educability o Learig Outcomes of Volleyball Syamsuddi

More information

A Comparison of MOEA/D, NSGA II and SPEA2 Algorithms

A Comparison of MOEA/D, NSGA II and SPEA2 Algorithms Iteratioal Joural of Egieerig Treds ad Applicatios (IJETA) Volume 4 Issue 6, Nov-Dec 7 RESEARCH ARTICLE A Comparo of MOEA/D, ad Algorithms Rajai [1], Dr. Aad Prakash [] Asstat Professor of Computer Sciece

More information

2) What s the Purpose of Your Project?

2) What s the Purpose of Your Project? Creatig Walkable, Bikeable Commuities Developig Effective Active Trasportatio Projects ad Programs Overview: Tools ad Strategies to Predict ad Documet Bicyclig ad Walkig Rates 1) Why Documet the Need for

More information

The structure of the Fibonacci numbers in the modular ring Z 5

The structure of the Fibonacci numbers in the modular ring Z 5 Notes o Number Theory ad Discrete Mathematics Vol. 19, 013, No. 1, 66 7 The structure of the iboacci umbers i the modular rig Z J. V. Leyedekkers 1 ad A. G. Shao 1 aculty of Sciece, The Uiversity of Sydey

More information

8.5. Solving Equations II. Goal Solve equations by balancing.

8.5. Solving Equations II. Goal Solve equations by balancing. 8.5 Solvig Equatios II Goal Solve equatios by balacig. STUDENT BOOK PAGES 268 271 Direct Istructio Prerequisite Skills/Cocepts Solve a equatio by ispectio or systematic trial. Perform operatios usig itegers,

More information

THE LATENT DEMAND METHOD

THE LATENT DEMAND METHOD THE LATENT DEMAND METHOD Bruce W. Ladis, Russell M. Otteberg, Vekat R. Vattikuti SCI, Ic., 18115 U.S. Highway 41North, Suite 600, Lutz, FL 33549, USA Email: bladis@sciworld.et Travel patters i a metropolita

More information

Catenary Analysis and Calculation Method of Track Rope of Cargo Cableway with Multiple Loads

Catenary Analysis and Calculation Method of Track Rope of Cargo Cableway with Multiple Loads MATEC Web of Cofereces 8, 01008 (016) DOI: 10.1051/ mateccof/016801008 DME 016 Cateary Aalysis ad Calculatio Method of Track Rope of Cargo Cableway with Multiple Loads Jia Qi a, Ju Che, Liag Qiao, Jiacheg

More information

PERFORMANCE TEAM EVALUATION IN 2008 BEIJING OLYMPIC GAMES

PERFORMANCE TEAM EVALUATION IN 2008 BEIJING OLYMPIC GAMES XV INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND OPERATIONS MANAGEMENT The Idustrial Egieerig ad the Sustaiable Developmet: Itegratig Techology ad Maagemet. Salvador, BA, Brazil, 06 to 09 October

More information

Available online at ScienceDirect. Procedia Engineering 113 (2015 )

Available online at  ScienceDirect. Procedia Engineering 113 (2015 ) Available olie at www.sciecedirect.com ScieceDirect rocedia Egieerig 3 (205 ) 30 305 Iteratioal Coferece o Oil ad Gas Egieerig, OGE-205 The twi spool efficiecy cotrol Michuri A.I. a *, Avtoomova I.V. a

More information

Eagan YMCA Swim Lessons Schedule

Eagan YMCA Swim Lessons Schedule Eaga YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (651) 456-9622 www.eagaymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

Human-Robot Interaction: Group Behavior Level

Human-Robot Interaction: Group Behavior Level SPECOM'006, St. Petersburg, 5-9 Jue 006 Huma-Robot Iteractio: Group Behavior Level Lev Stakevich, Deis Trotsky Sait Petersburg State Techical Uiversity 9, Politechicheskaya, St. Petersburg, 955, Russia

More information

Lecture 13a: Chunks. Announcements. Announcements (III) Announcements (II) Project #3 Preview 4/18/18. Pipeline of NLP Tools

Lecture 13a: Chunks. Announcements. Announcements (III) Announcements (II) Project #3 Preview 4/18/18. Pipeline of NLP Tools Lecture 3a: Chuks Aoucemets Code Freeze Day! From here o out, do t chage your code Exceptios: Bug fixes : do t tell me why your code crashed, just fix it. Checkpoited before-ad-after: If you tell me how

More information

Welcome to the world of the Rube Goldberg!

Welcome to the world of the Rube Goldberg! Welcome to the world of the Rube Goldberg! Sice 1988, tes of thousads of studets have competed i our aual Rube Goldberg Machie Cotests where they are challeged to build the wackiest workig Rube Goldberg

More information

Andover YMCA Swim Lessons Schedule

Andover YMCA Swim Lessons Schedule Adover YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (763) 230-9622 www.adoverymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

Modelling Lane Changing Behaviour of Heavy Commercial Vehicles

Modelling Lane Changing Behaviour of Heavy Commercial Vehicles Modellig Lae Chagig Behaviour of Heavy Commercial Vehicles Modellig Lae Chagig Behaviour of Heavy Commercial Vehicles Sara Moridpour 1, Majid Sarvi 2, Geoff Rose 3 1 Post Graduate Studet, Moash Uiversity,

More information

Modelling Integrated Waste Management System of the Czech Republic

Modelling Integrated Waste Management System of the Czech Republic Modellig Itegrated Waste Maagemet System of the Czech Republic JIRI HREBICEK, JANA SOUKOPOVA Istitute of Biostatistics ad Aalyses, Faculty of Ecoomics ad Admiistratio Masaryk Uiversity Kameice 126/3, 625

More information

Traffic conflicts at roundabouts: risk analysis under car-following conditions

Traffic conflicts at roundabouts: risk analysis under car-following conditions Itersectios Cotrol ad Safety 143 Traffic coflicts at roudabouts: risk aalysis uder car-followig coditios G. Guido, A. Vitale & V. Gallelli Departmet of Tow ad Coutry Plaig, Uiversity of Calabria, Italy

More information

Extensible Detection and Indexing of Highlight Events in Broadcasted Sports Video

Extensible Detection and Indexing of Highlight Events in Broadcasted Sports Video Extesible Detectio ad Idexig of Highlight Evets i Broadcasted Sports Video Dia W. Tjodroegoro 1, Yi-Pig Phoebe Che 2, Bih Pham 3 1 School of Iformatio Systems, Queeslad Uiversity of Techology, Brisbae,

More information

West St Paul YMCA Swim Lessons Schedule

West St Paul YMCA Swim Lessons Schedule West St Paul YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (651) 457-0048 www.weststpaulymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay

More information

Load Calculation and Design of Roller Crowning of Truck Hub Bearing

Load Calculation and Design of Roller Crowning of Truck Hub Bearing Sed Orders for Reprits to reprits@bethamsciece.ae 106 The Ope Mechaical Egieerig Joural, 2015, 9, 106-110 Ope Access Load Calculatio ad Desig of Roller Crowig of Truck Hub Bearig Xitao Xia,1, Shujig Dog

More information

1. Write down the ideal gas law and define all its variable and parameters. 2. Calculate the values and units of the ideal gas law constant R.

1. Write down the ideal gas law and define all its variable and parameters. 2. Calculate the values and units of the ideal gas law constant R. Ideal Gases Objectives:. Write dow the ideal gas law ad defie all its variable ad parameters.. Calculate the values ad uits of the ideal gas law costat R. 3. Calculate the value of oe variable,, T, or,

More information

ANALYSIS AND MODELING TIME HEADWAY DISTRIBUTIONS UNDER HEAVY TRAFFIC FLOW CONDITIONS IN THE URBAN HIGHWAYS: CASE OF ISFAHAN

ANALYSIS AND MODELING TIME HEADWAY DISTRIBUTIONS UNDER HEAVY TRAFFIC FLOW CONDITIONS IN THE URBAN HIGHWAYS: CASE OF ISFAHAN TRANSPORT ISSN 648-442 prit / ISSN 648-348 olie 2 Volume 26(4): 375 382 doi:.3846/648442.2.635694 ANALYSIS AND MODELING TIME HEADWAY DISTRIBUTIONS UNDER HEAVY TRAFFIC FLOW CONDITIONS IN THE URBAN HIGHWAYS:

More information

Comparison of Mathematical Approximation Methods for Mine Ventilation Network Analysis

Comparison of Mathematical Approximation Methods for Mine Ventilation Network Analysis Iteratioal Joural o Miig Scie IJMS Volume, Issue, 6, PP -4 ISSN 454-946 Olie wwwarcjouralsorg Compariso o Mathematical Approimatio Methods or Mie Vetilatio Network Aalysis Farhag Sereshki Associate Proessor

More information

P h o t o g r a p h i c L i g h t i n g ( 1 1 B )

P h o t o g r a p h i c L i g h t i n g ( 1 1 B ) 9 1 5 9 P h o t o g r a p h i c L i g h t i g ( 1 1 B ) 30S/30E/30M A Photography Course 9 1 5 9 : P h o t o g r a p h i c L i g h t i g ( 1 1 B ) 3 0 S / 3 0 E / 3 0 M Course Descriptio This course focuses

More information

ANALYSIS AND ASSESSMENT OF LITHUANIAN ROAD ACCIDENTS BY AHP METHOD

ANALYSIS AND ASSESSMENT OF LITHUANIAN ROAD ACCIDENTS BY AHP METHOD ISSN 1822-427X/eISSN 1822-4288 2018 Volume 13 Issue 3: 238 260 https://doi.org/10.7250/bjrbe.2018-13.414 ANALYSIS AND ASSESSMENT OF LITHUANIAN ROAD ACCIDENTS BY AHP METHOD MARIUS JAKIMAVIČIUS * Dept of

More information

SPH4U Transmission of Waves in One and Two Dimensions LoRusso

SPH4U Transmission of Waves in One and Two Dimensions LoRusso Waves travelig travellig from oe medium to aother will exhibit differet characteristics withi each medium. Rules A wave of fixed frequecy will have a shorter wavelegth whe passig from a fast medium to

More information

SYMMETRY AND VARIABILITY OF VERTICAL GROUND REACTION FORCE AND CENTER OF PRESSURE IN ABLE-BODIED GAIT

SYMMETRY AND VARIABILITY OF VERTICAL GROUND REACTION FORCE AND CENTER OF PRESSURE IN ABLE-BODIED GAIT SYMMETRY AND VARIABILITY OF VERTICAL GROUND REACTION FORCE AND CENTER OF PRESSURE IN ABLE-BODIED GAIT Yu Wag ad Kazuhiko Wataabe Graduate School of Educatio, Hiroshima Uiversity, Hiroshima, Japa, wagyu@hiroshima-u.ac.jp

More information

Analytical and numerical prediction of water sorptivity in cement-based materials

Analytical and numerical prediction of water sorptivity in cement-based materials Life Cycle Predictio ad Maagemet of Cocrete tructures, apporo, March Aalytical ad umerical predictio of water sorptivity i cemet-based materials Licheg WANG Dr. Dalia Uiversity of Techology, Dalia Chia

More information

number in a data set adds (or subtracts) that value to measures of center but does not affect measures of spread.

number in a data set adds (or subtracts) that value to measures of center but does not affect measures of spread. Lesso 3-3 Lesso 3-3 Traslatios of Data Vocabulary ivariat BIG IDEA Addig (or subtractig) the same value to every umber i a data set adds (or subtracts) that value to measures of ceter but does ot affect

More information

Active Travel The Role of Self-Selection in Explaining the Effect of Built Environment on Active Travel

Active Travel The Role of Self-Selection in Explaining the Effect of Built Environment on Active Travel Active Livig Research Buildig Evidece to Prevet Childhood Obesity ad Support Active Commuities RESE ARCH brief Fall 2009 activelivigresearch.org Active Travel The Role of Self-Selectio i Explaiig the Effect

More information

DFC NIST DIGITAL MASS FLOW CONTROLLERS. DFC with optional LCD readout PROG RS485. Programmable Mass Flow Controller with Digital Signal Processing

DFC NIST DIGITAL MASS FLOW CONTROLLERS. DFC with optional LCD readout PROG RS485. Programmable Mass Flow Controller with Digital Signal Processing Programmable Mass Flow Cotroller with Digital Sigal Processig Microprocessor drive digital flow cotrollers allow oe to program, record, ad aalyze flow rates of various gases with a computer via a RS-485

More information

Application of a Statistical Method to investigate patterns of beach evolution in the vicinity of a seawall

Application of a Statistical Method to investigate patterns of beach evolution in the vicinity of a seawall Joural of Coastal Research SI 95-99 ICS (Proceedigs) Polad ISSN 79-8 Applicatio of a Statistical Method to ivestigate patters of beach evolutio i the viciity of a seawall J. M. Horrillo-Caraballo ad D.E.

More information

ICC WORLD TWENTY ( WORLD CUP-2014 )- A CASE STUDY

ICC WORLD TWENTY ( WORLD CUP-2014 )- A CASE STUDY INTERNATIONAL JOURNAL OF MATHEMATICAL SCIENCES AND APPLICATIONS Volume 5 Number 1 Jauary-Jue 215 ICC WORLD TWENTY2-214 ( WORLD CUP-214 )- A CASE STUDY Bhavi Patel 1 ad Pravi Bhathawala 2 1 Assistat Professor,

More information

Hazard Identificaiton of Railway Signaling System Using PHA and HAZOP Methods

Hazard Identificaiton of Railway Signaling System Using PHA and HAZOP Methods www.ijape.org Iteratioal Joural of Automatio ad Power Egieerig (IJAPE) Volume 2 Issue 2, February 2013 Hazard Idetificaito of Railway Sigalig System Usig PHA ad HAZOP Methods Jog Gyu Hwag *1, Hyu Jeog

More information

ELIGIBILITY / LEVELS / VENUES

ELIGIBILITY / LEVELS / VENUES ELIGIBILITY / LEVELS / VENUES 10U - SQUIRT MINOR '09 & MAJOR '08 Eligibility: Top six teams i the league at each level will qualify based o regular seaso league play. Format: Divisioal crossover with semi-fial

More information

Impacts of Typhoon on Wave Height at Bangkhuntien Shoreline

Impacts of Typhoon on Wave Height at Bangkhuntien Shoreline America Joural of Evirometal Scieces 6 (4): 308-315, 2010 ISSN 1553-345X 2010 Sciece Publicatios Impacts of Typhoo o Wave Height at Bagkhutie Shorelie 1 Prasertsak Ekphisutsutor, 1 Prugcha Wogwises, 2

More information

A Data Envelopment Analysis Evaluation and Financial Resources Reallocation for Brazilian Olympic Sports

A Data Envelopment Analysis Evaluation and Financial Resources Reallocation for Brazilian Olympic Sports WSEAS TRANSACTIONS o SYSTEMS Reato Pescarii Valério, Lidia Agulo-Meza A Data Evelopmet Aalysis Evaluatio ad Fiacial Resources Reallocatio for Brazilia Olympic Sports RENATO PESCARINI VALÉRIO LIDIA ANGULO-MEZA

More information

draft final report NGSIM Arterial-Lane Selection Mode Federal Highway Administration Cambridge Systematics, Inc.

draft final report NGSIM Arterial-Lane Selection Mode Federal Highway Administration Cambridge Systematics, Inc. NGSIM Arterial-Lae Selectio Mode draft fial report prepared for Federal Highway Admiistratio prepared by Cambridge Systematics, Ic. with Itelliget Trasportatio Systems Laboratory Massachusetts Istitute

More information

The Prediction of Dynamic Strain in Leaf-Type Compressor Valves With Variable Mass and Stiffness

The Prediction of Dynamic Strain in Leaf-Type Compressor Valves With Variable Mass and Stiffness Purdue Uiversity Purdue e-pubs Iteratioal Compressor Egieerig Coferece School of Mechaical Egieerig 1972 The Predictio of Dyamic Strai i Leaf-Type Compressor Valves With Variable Mass ad Stiffess M. Moavei

More information

ELIGIBILITY / LEVELS / VENUES

ELIGIBILITY / LEVELS / VENUES ELIGIBILITY / LEVELS / VENUES 10U - SQUIRT MINOR '09 & MAJOR '08 Eligibility: Top six teams i the league at each level will qualify based o regular seaso league play. Format: Divisioal crossover with semi-fial

More information

ELIGIBILITY / LEVELS / VENUES

ELIGIBILITY / LEVELS / VENUES ELIGIBILITY / LEVELS / VENUES 10U - SQUIRT MINOR '08 & MAJOR '07 Eligibility: Top six teams i the league at each level will qualify based o regular seaso league play. Format: Divisioal crossover with semi-fial

More information

Planning Training Loads for The 400 M Hurdles in Three-Month Mesocycles Using Artificial Neural Networks

Planning Training Loads for The 400 M Hurdles in Three-Month Mesocycles Using Artificial Neural Networks Journal of Human Kinetics volume 60/2017, 175-189 DOI: 10.1515/hukin-2017-0101 175 Section III Sports Training Planning Training Loads for The 400 M Hurdles in Three-Month Mesocycles Using Artificial Neural

More information

University of California, Los Angeles Department of Statistics. Measures of central tendency and variation Data display

University of California, Los Angeles Department of Statistics. Measures of central tendency and variation Data display Uiversity of Califoria, Los Ageles Departmet of Statistics Statistics 13 Istructor: Nicolas Christou Measures of cetral tedecy Measures of cetral tedecy ad variatio Data display 1. Sample mea: Let x 1,

More information

Obstacle Avoidance for Visually Impaired Using Auto-adaptive Thresholding on Kinect s Depth Image

Obstacle Avoidance for Visually Impaired Using Auto-adaptive Thresholding on Kinect s Depth Image Obstacle Avoidace for Visually Impaired Usig Auto-adaptive Thresholdig o Kiect s Depth Image Muhamad Risqi Utama Saputra, Widyawa, Paulus Isap Satosa Departmet of Electrical Egieerig ad Iformatio Techology

More information

SPEED OF SOUND MEASUREMENTS IN GAS-MIXTURES AT VARYING COMPOSITION USING AN ULTRASONIC GAS FLOW METER WITH SILICON BASED TRANSDUCERS

SPEED OF SOUND MEASUREMENTS IN GAS-MIXTURES AT VARYING COMPOSITION USING AN ULTRASONIC GAS FLOW METER WITH SILICON BASED TRANSDUCERS SPEED OF SOUND MEASUREMENTS IN GAS-MIXTURES AT VARYING COMPOSITION USING AN ULTRASONIC GAS FLOW METER WITH SILICON BASED TRANSDUCERS Torbjör Löfqvist, Kęstutis Sokas, Jerker Delsig EISLAB, Departmet of

More information

ELIGIBILITY / LEVELS / VENUES

ELIGIBILITY / LEVELS / VENUES ELIGIBILITY / LEVELS / VENUES 10U - SQUIRT MINOR '08 & MAJOR '07 Eligibility: Top six teams i the league at each level will qualify based o regular seaso league play. Format: Divisioal crossover with semi-fial

More information

This report presents an assessment of existing and future parking & traffic requirements, for the site based on the current development proposal.

This report presents an assessment of existing and future parking & traffic requirements, for the site based on the current development proposal. CR166916b02 20 Jue 2017 Melida Dodso Melida Dodso Architects PO Box 5635 Hughes ACT 2605 Email: mdodso@melidadodsoarchitects.com.au Dear Melida, Project: Dickso Apartmets Lowrie St Re: Statemet o Parkig

More information

Electrooculogram Signals Analysis for Process Control Operator Based on Fuzzy c-means

Electrooculogram Signals Analysis for Process Control Operator Based on Fuzzy c-means (IJACSA) Iteratioal Joural of Advaced Computer Sciece ad Applicatios, Vol. 6, No. 9, 5 Electrooculogram Sigals Aalysis for Process Cotrol Operator Based o Fuzzy c-meas Jiagwe Sog Raofe Wag* Guaghua Zhag

More information

A Comparative Investigation of Reheat In Gas Turbine Cycles

A Comparative Investigation of Reheat In Gas Turbine Cycles Proceedigs of the Iteratioal Gas Turbie ogress 3 Tokyo November -7, 3 IGT3Tokyo TS-86 A omparative Ivestigatio of Reheat I Gas Turbie ycles K. Sarabchi Departmet of Mechaical egieerig Uiversity of Tabriz

More information

St. Paul Midway YMCA Swim Lessons Schedule

St. Paul Midway YMCA Swim Lessons Schedule St. Paul Midway YMCA Swim Lessos Schedule 2018 Late Fall October 29 - December 16 (651) 646-4557 ymcam.org/midway ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe

More information

Headfirst Entry - Diving and Sliding

Headfirst Entry - Diving and Sliding 5/31/2011 Safe divig board use, safe slide use, usi Headfirst Etry - Divig ad Slidig POOLALARMS.COM HOME POOL SAFETY PRODUCTS POOL SAFETY ARTICLES & REPORTS POOL SAFETY LINKS & RESOURCES POOLALARMS.COM

More information

Patrick Boston (Leeds University) and Mark Chapman (Edinburgh University)

Patrick Boston (Leeds University) and Mark Chapman (Edinburgh University) Iversio o requecy-depedet AVO data or luid properties Patric Bosto (Leeds Uiversity) ad Mar Chapma (Ediburgh Uiversity) Summary A umber o methods to estimate the requecy-depedece o relectivity have bee

More information

WIND TUNNEL EXPERIMENT ON THE EFFECT OF WIND ON SMOKE EXHAUST SYSTEMS FOR A HIGH RISE BUILDING

WIND TUNNEL EXPERIMENT ON THE EFFECT OF WIND ON SMOKE EXHAUST SYSTEMS FOR A HIGH RISE BUILDING WIND TUNNEL EXPERIMENT ON THE EFFECT OF WIND ON SMOKE EXHAUST SYSTEMS FOR A HIGH RISE BUILDING K.C. Chug Mechaical Egieerig, Natioal Yuli Uiversity of Sciece ad Techology Touliu City, Yuli 4, Taiwa ABSTRACT

More information

Wondering where to start?

Wondering where to start? Ridgedale YMCA Swim Lessos Schedule 2019 Witer Jauary 1 - February 24 (952) 544-7708 www.ridgedaleymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

Range St. Dev. n Mean. Total Mean % Competency. Range St. Dev. n Mean. Total Mean % Competency

Range St. Dev. n Mean. Total Mean % Competency. Range St. Dev. n Mean. Total Mean % Competency CSWE Core Competecies - MSW 2013 MSW Program Dual Degree MSW/JD Program* *Due to the curret limited umber of Dual Degree studets, the MSW outcomes data represets outcomes for both programs. 1 : Idetify

More information

Gait-Event-Based Synchronization Method for Gait Rehabilitation Robots via a Bio-inspired Adaptive Oscillator

Gait-Event-Based Synchronization Method for Gait Rehabilitation Robots via a Bio-inspired Adaptive Oscillator TBME-0485-205 Gait-Evet-Based Sychroizatio Method for Gait Rehabilitatio Robots via a Bio-ispired Adaptive Oscillator Gog Che, Peg Qi, Member, IEEE, Zhao Guo ad Haoyog Yu, Member, IEEE Abstract I the field

More information

(612)

(612) Shoreview YMCA Swim Lessos Schedule Late Sprig 2019 - April 15 - Jue 2 (612) 230-9622 www.shoreviewymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

GENETICS 101 GLOSSARY

GENETICS 101 GLOSSARY GENETICS 101 This documet is iteded to provide a basic uderstadig of caie geetics to the America Eskimo Dog (AED) ower ad breeder. It is simplified from scietific facts ad uderstadig. It is ot iteded to

More information

Simulation Study of a Bus Signal Priority Strategy Based on GPS/AVL and Wireless Communications

Simulation Study of a Bus Signal Priority Strategy Based on GPS/AVL and Wireless Communications Simulatio Study of a Bus Sigal Priority Strategy Based o GPS/AVL ad Wireless Commuicatios Che-Fu Liao* Ceter for rasportatio Studies ad the Itelliget rasportatio Systems Istitute Uiversity of Miesota 200

More information

Wondering where to start?

Wondering where to start? New Hope YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (763) 535-4800 www.ewhopeymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe

More information

n UL Listed and FM Approved for n Solenoid control n Quick pressure relief valve 73Q n Pressure sustaining & reducing valve 723

n UL Listed and FM Approved for n Solenoid control n Quick pressure relief valve 73Q n Pressure sustaining & reducing valve 723 Pressure Relief/Sustaiig Valve Prioritizig pressure zoes Esurig cotrolled pipelie fill-up Prevetig pipelie emptyig Pump overload & cavitatio protectio Safeguardig pump miimum flow Excessive lie pressure

More information

Deng Shou Cheng 1,3, Wu Qing*,1, Chu Xiu Min 2 1 School of Logistics Engineering, Wuhan University of Technology,

Deng Shou Cheng 1,3, Wu Qing*,1, Chu Xiu Min 2 1 School of Logistics Engineering, Wuhan University of Technology, [Type text] [Type text] [Type text] ISSN : 0974-7435 Volume 10 Issue 20 BioTechology 2014 A Idia Joural FULL PAPER BTAIJ, 10(20), 2014 [12451-12458] Risk assessmet of waterway emergecies i Yagtze river

More information

The Application of Simulating WAves Nearshore Model for Wave Height Simulation at Bangkhuntien Shoreline

The Application of Simulating WAves Nearshore Model for Wave Height Simulation at Bangkhuntien Shoreline America Joural of Evirometal Scieces 6 (3): 299-307, 2010 ISSN 1553-345X 2010 Sciece Publicatios The Applicatio of Simulatig WAves Nearshore Model for Wave Height Simulatio at Bagkhutie Shorelie 1 Prasertsak

More information

TIME DOMAIN SIMULATIONS OF A COUPLED PARAMETRICALLY EXCITED ROLL RESPONSE IN REGULAR AND IRREGULAR HEAD SEAS

TIME DOMAIN SIMULATIONS OF A COUPLED PARAMETRICALLY EXCITED ROLL RESPONSE IN REGULAR AND IRREGULAR HEAD SEAS 8 th Iteratioal Coferece o 349 TIME DOMAIN SIMULATIONS OF A COUPLED PARAMETRICALLY EXCITED ROLL RESPONSE IN REGULAR AND IRREGULAR HEAD SEAS S. Ribeiro e Silva, T. Satos ad C. Guedes Soares Uit of Marie

More information

Basic Gas Spring Theory

Basic Gas Spring Theory Calculatig the iitial force The iitial force of the gas sprig ca be calculated as the sealed area of the pisto rod or the pisto (depedig o desig) multiplied by the pressure iside the gas sprig. The larger

More information

-H- Note. Flow control valve. Key features

-H- Note. Flow control valve. Key features Flow cotrol valves Flow cotrol valves Key features Fuctio Flow cotrol or oe-way flow cotrol valves regulate the pisto speed of peumatic drives durig advace ad retur strokes. This is doe through suitable

More information

Wondering where to start?

Wondering where to start? Blaisdell YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (612) 827-5401 www.blaisdellymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay

More information

Game Indicators Determining Sports Performance in the NBA

Game Indicators Determining Sports Performance in the NBA Joural of Huma Kietics volume 37/013, 145-151 DOI:10.478/huki-013-0035 145 Sectio III Sports Traiig Game Idicators Determiig Sports Performace i the NBA by Kazimierz Mikołajec 1, Adam Maszczyk,Tomasz Zając

More information

Status Report on IEICE Communications Society (IEICE-CS)

Status Report on IEICE Communications Society (IEICE-CS) Status Report o IEICE Commuicatios Society (IEICE-CS) http://www.ieice.org/cs/idex.html 2017 IEICE. All Rights Reserved About IEICE 1917 established 1995 5 societies + 1 group 2016 Egieerig Scieces Society(ESS)

More information

Emma B. Howe YMCA Swim Lessons Schedule

Emma B. Howe YMCA Swim Lessons Schedule Emma B. Howe YMCA Swim Lessos Schedule 2018 Summer Jue 4 - September 9 (763) 785-7882 ymcam.org/emmabhowe ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

Rochester YMCA Swim Lessons Schedule

Rochester YMCA Swim Lessons Schedule Rochester YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (507) 287-2260 www.ymcam.org/rochester ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay

More information

Hypothesis testing: ANOVA Test of the equality of means among c groups. Flow-chart

Hypothesis testing: ANOVA Test of the equality of means among c groups. Flow-chart Hypothesis testig: ANOVA Test of the equality of meas amog groups February 6, 200 Moez Hababou() Flow-hart Desribig iformatios Drawig olusios Foreastig Improve busiess proesses Data Colletio Probability

More information

Research Article. Relative analysis of Taekwondo back kick skills biomechanics based on 3D photograph parsing. Mingming Guo

Research Article. Relative analysis of Taekwondo back kick skills biomechanics based on 3D photograph parsing. Mingming Guo Available olie www.jocpr.com Joural of Chemical ad Pharmaceutical Research, 203, 5(2):64-69 Research Article ISSN : 0975-734 CODEN(USA) : JCPRC5 Relative aalysis of Taekwodo back kick skills biomechaics

More information

Wondering where to start?

Wondering where to start? Woodbury YMCA Swim Lessos Schedule 2017 Late Fall October 30 - December 17 (651) 731-9507 ymcam.org/woodbury ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

ELIGIBILITY / LEVELS / VENUES

ELIGIBILITY / LEVELS / VENUES ELIGIBILITY / LEVELS / VENUES 10U - SQUIRT MINOR '08 & MAJOR '07 Eligibility: Top six teams i the league at each level will qualify based o regular seaso league play. Format: Divisioal crossover with semi-fial

More information

EFFICIENT ESTIMATION OF GAS LIQUID RATIOS FOR PLUNGER LIFT SYSTEMS IN PETROLEUM PRODUCTION OPERATIONS

EFFICIENT ESTIMATION OF GAS LIQUID RATIOS FOR PLUNGER LIFT SYSTEMS IN PETROLEUM PRODUCTION OPERATIONS Petroleum & Coal ISSN 337-707 Available olie at www.vurup.sk/petroleum-coal Petroleum & Coal 57(4) 35-357, 05 EFFICIENT ESTIMATION OF GAS LIQUID RATIOS FOR PLUNGER LIFT SYSTEMS IN PETROLEUM PRODUCTION

More information

Controlling noise at work

Controlling noise at work Health ad Safety Cotrollig oise at work The Cotrol of Noise at Work Regulatios 2005 Guidace o Regulatios This is a free-to-dowload, web-friedly versio of L108, (Secod editio, published 2005). This versio

More information

Wondering where to start?

Wondering where to start? Bursville YMCA Swim Lessos Schedule 2018 Witer Jauary 8 - February 25 (952) 898-9622 ymcam.org/bursville ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay safe aroud

More information

DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING, THE UNIVERSITY OF NEW MEXICO ECE-238L: Computer Logic Design Fall Notes - Chapter 6.

DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING, THE UNIVERSITY OF NEW MEXICO ECE-238L: Computer Logic Design Fall Notes - Chapter 6. PARTMNT OF LCTRICAL AN COMPUTR NGINRING, TH UNIVRSITY OF NW MXICO C-238L: Computer Logic esig Fall 23 RGISTRS: Notes - Chapter 6 -bit Register: This is a collectio of '' -type flip flops, where each flip

More information

Adaptive Neuro-Fuzzy control of an unmanned bicycle

Adaptive Neuro-Fuzzy control of an unmanned bicycle Adaptive euro-fuzzy cotrol of a umaed bicycle A. Shafiekhai, M. J. Mahoob, ad M. Roozegar 3 Ceter for Mechatroics ad Automatio, School of Mechaical Egieerig College of egieerig, Uiversity of Tehra Tehra,

More information

ASSESSMENT SCORING SYSTEM OF ROAD SAFETY INFRASTRUCTURE

ASSESSMENT SCORING SYSTEM OF ROAD SAFETY INFRASTRUCTURE ASSESSMENT SCORING SYSTEM OF ROAD SAFETY INFRASTRUCTURE Case Study of Mihag District i Shaghai, Chia Yue Wag, Daocheg Su 2 School of Traffic ad Trasportatio Egieerig, Togi Uiversity, Shaghai, Chia ABSTRACT

More information

Hastings YMCA Swim Lessons Schedule

Hastings YMCA Swim Lessons Schedule Hastigs YMCA Swim Lessos Schedule 2018 Early Fall September 10 - October 28 (651) 480-8887 www.hastigsareaymca.org ABOUT Y SWIM LESSONS The Y strives to help all ages lear how to swim, so they ca stay

More information

» WYOMING s RIDE 2013

» WYOMING s RIDE 2013 » WYOMING s RIDE 2013 WYOMING S RIDE 2013 preseted by First Iterstate Bak of Wyomig bikemswyomig.org 1 We are people who wat to do somethig about ow.» Our Wyomig Bike MS Ride Two-Day Wyomig Ride: To view

More information

MST 121: Supplementary resource material for Chapter A1, Sequences

MST 121: Supplementary resource material for Chapter A1, Sequences MST : Supplemetary resource material for Chapter A Sequeces For each of the followig sequeces (a) 9 (b) (c) 8 7 Write ow the et terms of the sequece Write ow a epressio for the close form of the sequece

More information

Capacity of Shared-Short Lanes at Unsignalised Intersections

Capacity of Shared-Short Lanes at Unsignalised Intersections Nig Wu itle ad Abstract Author's Address apacity of Shared-Short aes at Usigalised Itersectios Nig Wu ABSA he calculatio procedures i recet highway capacity mauals do ot eactly treat ared/ort laes at usigalized

More information

Series 600 Accessories

Series 600 Accessories Series 600 Geeral These accessories are a rage of devices for completig a peumatic circuit. These valves, with their special fuctios, are iserted betwee two valves, betwee a valve ad a cylider, or followig

More information

Real time lane departure warning system based on principal component analysis of grayscale distribution and risk evaluation model

Real time lane departure warning system based on principal component analysis of grayscale distribution and risk evaluation model DOI: 10.1007/s11771 014 2105 2 Real time lae departure warig system based o pricipal compoet aalysis of grayscale distributio ad risk evaluatio model ZHANG Wei wei( 张伟伟 ), SONG Xiao li( 宋晓琳 ), ZHANG Gui

More information

Jurnal Teknologi GRIP FORCE MEASUREMENT OF SOFT- ACTUATED FINGER EXOSKELETON. Full Paper

Jurnal Teknologi GRIP FORCE MEASUREMENT OF SOFT- ACTUATED FINGER EXOSKELETON. Full Paper Jural Tekologi GRIP FORCE MEASUREMENT OF SOFT- ACTUATED FINGER EXOSKELETON I. N. A. M. Nordi a, A. A. M. Faudzi a,b,c*, M. Z. Kamarudi a, Dyah Ekashati Octoria Dewi c,d, Tariq Rehma a, M. R. M. Razif a

More information

Characteristics of CNG Bubbles in Diesel Flow under the Influence of the Magnetic Field

Characteristics of CNG Bubbles in Diesel Flow under the Influence of the Magnetic Field Joural of Applied Fluid Mechaics, Vol. 10, No., pp. 149-155, 2017. Available olie at www.jafmolie.et, ISSN 1735-3572, EISSN 1735-345. DOI: 10.1889/acadpub.jafm.73.243.27148 Characteristics of CNG Bubbles

More information

Introduction to Algorithms 6.046J/18.401J/SMA5503

Introduction to Algorithms 6.046J/18.401J/SMA5503 Itroductio to Algorithms 6.046J/8.40J/SMA5503 Lecture 4 Prof. Charles E. Leiserso Quicsort Proposed by C.A.R. Hoare i 962. Divide-ad-coquer algorithm. Sorts i place lie isertio sort, but ot lie merge sort.

More information

GFC NIST MASS FLOW CONTROLLERS. Typical Stainless Steel GFC Mass Flow Controller. Design Features. General Description. Principles of Operation

GFC NIST MASS FLOW CONTROLLERS. Typical Stainless Steel GFC Mass Flow Controller. Design Features. General Description. Principles of Operation BULLETIN EM20180402 Model thermal Mass Flow Cotrollers are desiged to idicate ad cotrol set flow rates of gases. The combies the characteristics ad accuracy of covetioal mass flow devices ito a uique compact

More information

Outline. Changing needs in Urban Traffic. Introduction The starting point Basic principles Analysis Facts Changes Context Solutions Key messages

Outline. Changing needs in Urban Traffic. Introduction The starting point Basic principles Analysis Facts Changes Context Solutions Key messages Chagig eeds i Urba Traffic Rob Methorst Chair COST 358 Pedestrias Quality Needs Cetre for Trasport ad Navigatio 27th of October 2011 Outlie Itroductio The startig poit Basic priciples Aalysis Facts Chages

More information

Climbing/Rappelling NATIONAL STANDARDS BOY SCOUTS OF AMERICA

Climbing/Rappelling NATIONAL STANDARDS BOY SCOUTS OF AMERICA 2007 Climbig/Rappellig NATIONAL STANDARDS BOY SCOUTS OF AMERICA These stadards apply to coucil ad district climbig/rappellig activities. Climb O Safely, No. 20-099B, applies to uit activities. Toppig Out,

More information

Flygt low-speed mixers. Outstanding efficiency

Flygt low-speed mixers. Outstanding efficiency Flygt low-speed mixers Outstadig efficiecy INTRODUCTION Eergy-efficiet mixig Advatages of Flygt low-speed mixers Risig to the mixig challege All mixig applicatios require varyig degrees of both small-scale

More information

Computer Architecture ELEC3441

Computer Architecture ELEC3441 Computer rchitecture ELEC344 ISC vs CISC Iro Law CPUTime = # of istructio program # of cycle istructio cycle Lecture 5 Pipeliig () Dr. Hayde Kwok-Hay So Departmet of Electrical ad Electroic Egieerig L4

More information