First digit of chosen number Frequency (f i ) Total 100

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "First digit of chosen number Frequency (f i ) Total 100"

Transcription

1 1 4. ANALYSING FREQUENCY TABLES Categorcal (nomnal) data are usually summarzed n requency tables. Contnuous numercal data may also be grouped nto ntervals and the requency o observatons n each nterval may also be summarzed n a requency table (or n a hstogram; see earler lab on Explorng and Descrbng Data ). In ths lab we wll explore two knds o requency tables and the deas they may be used to test. One-way Frequency Table The rst type o requency table lsts the number o observatons n derent categores o a sngle lst. An example s the ollowng table evaluatng how good humans are at choosng random numbers. The data are rom the early years o a US State Lottery, n whch players would buy a tcket and choose any number they wanted between 000 and 999. Wnnngs would be dvded between all holders o the wnnng number, whch was chosen randomly. The ollowng data are based on a random sample o 100 players o the Lottery (these are not the wnnng numbers, but rather they are the numbers selected by players). Lsted are the requences o numbers chosen that have 0 to 9 as the rst dgt: Frst dgt o chosen number Frequency ( ) Total 100 These requences may be compared to those predcted by derent hypotheses. For example, when players pck a number between 000 and 999, are some rst dgts more popular than others? It looks lke numbers begnnng wth 0 are unpopular, and those begnnng wth 1 through 4 are excessvely popular. A goodness o t test s an approprate method or testng these data aganst the null hypothess that there s no preerence or derent dgts n the populaton. Two-way (Contngency) Table The second knd o requency table s the two-way table, or contngency table. Here, every observaton s cross-classed by two category varables nstead o just one. The usual goal s to test whether true (populaton) relatve numbers o ndvduals allng nto the derent classes or one varable s the same regardless o ndvdual values or the second varable. An example gven below lsts the number o survvors and non-survvors n two classes o mountaneers descendng

2 2 rom the peak o Mount Everest between 1978 and 1999: those usng supplemental oxygen, and those descendng wthout supplemental oxygen. (Most deaths on Mount Everest occur durng the descent, not the ascent.) Survval Used supplemental oxygen Dd not use supplemental oxygen Survved descent Dd not survve descent 32 8 Total (data rom Huey and Egusktza 2000, JAMA 284: 181) In ths case we are nterested n knowng whether the relatve numbers o survvors and nonsurvvors depends on whether or not supplemental oxygen was used. Ths s not an expermental study, so we are unable to test whether a derence n survval between classes s caused by oxygen use, but at least we can decde whether supplemental oxygen and survval are assocated. The null hypothess s once agan the skeptcal pont o vew: survval and oxygen use are not assocated wth one another (.e., survval and oxygen use are ndependent). A test o derng survval requences between the two categores o mountaneers s carred out usng a contngency test. Hypothess Testng Formng and testng hypotheses s one o the most basc endeavors n statstcal analyss o bologcal data. Wth your notes and the course textbook, revew your knowledge o the ollowng concepts: null hypothess (H o ) and alternate hypothess (H a ). Type I errors and Type II errors sgncance level degrees o reedom Test Statstcs or Goodness o Ft and Contngency Tests The ch-squared statstc, χ 2, s a measure o dscrepancy between observed and expected requences, where expected requences are those expected under the null hypothess. A second measure o dscrepancy s the G-statstc (the log lkelhood rato): 2 χ = 2 G = 2 ln

3 3 Under the null hypothess both statstcs have a dstrbuton that conorms approxmately to the theoretcal ch-squared dstrbuton. The degrees o reedom wll usually be k 1, where k s the number o classes o the category varable, except n specal stuatons to be dealt wth later n the course. Analogous statstcs contrast observed and expected requences n contngency tables. Here, however, the expected requences are based on the null hypothess that relatve requences are the same n each set. The expected requency or row and column j n the contngency s obtaned as RC j j = N Where R and C j are the row and column totals, respectvely, and N s the grand total number o ndependent observatons. Wth your notes and the course textbook, revew your knowledge o the ollowng concepts: ndependence rules o thumb or low expected requences n ch-square tests Yates correcton or contnuty [JMP IN does not employ ths correcton] Fsher s exact test Usng the program In the case o one-way tables, only a sngle categorcal varable s requred (e.g., Frst dgt o chosen number ). Two categorcal varables are needed or a two-way (contngency) table (e.g., Use o supplemental oxygen and Survval ). Make sure that ater enterng the data, the category varable(s) have the nomnal attrbute (ths can be reset n the columns secton o the let rame, or by selectng Column Ino n the Cols pull-down menu). The observed requences may be entered drectly to a new column (call t observed requency or number o observatons. To produce a bar graph o requences rom a one-way table, use the Dstrbuton menu opton and select the categorcal varable as your Y column n the pop-up wndow. In the same wndow you also need to select the observed requency column as your Freq varable. To carry out a goodness o t test, clck the red symbol next to the categorcal varable name above the bar graph and select Test Probabltes. Ths acton wll open a new dsplay box below the requency table n the Dstrbuton output wndow. Here you wll need to enter the expected requences or your test. Clck on each row and enter ether the expected requency or the expected proporton or that row (t doesn t matter whch, as long as you are consstent; the goodness o t test wll be carred out usng the expected requences n ether case). Unortunately, JMP IN doesn t dsplay the expected requences t uses to calculate the test statstc, so these wll be lackng you have smply entered the expected proportons. In ths case you wll be unable to ensure that the expected requences are large enough to ulll the assumptons o the χ 2 goodness o t test. To calculate expected requences you wll need to use your own calculator, or better yet the JMP IN calculator.

4 4 To produce a mosac plot or a two-way (contngency) table, use the Ft Y by X menu opton. In the pop-up wndow, select one o the categorcal varables as your Y column and the other as you X column. Once agan, select the observed requency column as your Freq varable. A two-way table wll also appear beneath the mosac plot, gvng the observed requences (the program wll also dsplay the expected requences but you need to select ths opton by pressng the red symbol next to the Contngency Table ttle). Unortunately, JMP IN does not nclude the Yates correcton or contnuty when the G-test and ch-square (Pearson) tests are carred out on 2x2 tables (you wll need to nclude the Yates correcton wth 2x2 tables on your assgnments and wrtten exams). However, t does nclude the Fsher exact test, whch you can use to valdate the results o the ch-square and G tests. One-way and two-way requency tables can be constructed rom raw data on ndvdual subjects usng the Tables -> Summary opton n the pull-down menu or by selectng Summary n the Tables tab on the JMP Starter. In the pop-up menu choose one (n one-way tables) or two (or two-way tables) categorcal varables and clck the Group button. Then clck the Statstcs button n the same wndow and select N. When you clck OK a new data table wll appear that talles the requency o observatons correspondng to each category or combnaton o categores. Problems 1. Enter the Lottery data gven above and generate the correspondng bar graph. a) Examne the bar graph. Do the requences appear to vary greatly between classes? b) Carry out a statstcal test o the hypothess that players avor some rst dgts over others when choosng a number between 000 and 999. In your work, present all steps (.e., state hypotheses, gve the P-value, the sgncance level or the test, and state your concluson). Snce the computer provdes the P-value drectly, there s no need to provde the crtcal value rom the tables n Zar. c) Compare the results or the ch-squared (Pearson) to those or the G test (Lkelhood rato). Why are they derent? d) Compare the results rom your vsual apprasal o the data to the goodness o t tests. Whch approach provdes qualtatve normaton and whch one provdes quanttatve normaton? What level o uncertanty s assocated wth those quanttatve probabltes? e) What are the degrees o reedom or these tests? Why do we lose a degree o reedom? ) Why would t be necessary to alter the analyss expected values are small?

5 5 2. A physcal gene map o the human genome was publshed n 1998 that contaned the estmated locatons o human genes. The table below lsts the estmated number o genes on each chromosome. The second column lsts the racton o the total human genome made up by each chromosome. For example, the X chromosome consttutes a lttle more than 5% o the total genome sze. These data are n the data le genemap98.jmp on the shared drectory. Chromosome Proporton o total genome Observed number o genes X Data rom Deloukas et al (1998). A physcal map o 30,000 human genes. Scence 282: (see a) Dsplay the estmated numbers o genes on derent chromosomes usng a bar graph and mosac plot. Descrbe the derences between chromosomes. Whch chromosomes have the most genes? Whch have the ewest? b) We would not expect each chromosome to have the same number o genes because chromosomes der n sze. Use the varable Proporton o total genome to calculate the expected number o genes on each chromosome, takng nto account chromosome sze derences. (Create a new column to receve the expected requences, and use the JMP IN

6 6 calculator to compute them. The total number o genes s Call the new varable Expected No. genes ). Generate a bar graph or the expected requences and place t besde the bar graph or the observed numbers o genes. Do larger chromosomes tend to have more genes? c) Generate a new column and compute the ollowng quantty or each chromosome usng the JMP IN calculator: (Observed No. genes) (Expected No. genes) (Expected No. genes) Ths quantty (sometmes called a z-score) measured the derence between observed and expected requences scaled by the square root ( ) o the expected requences. On ths scale, whch chromosomes have a dramatc decency o genes or ther sze? Whch chromosomes have the most dramatc excesses? d) Use the observed and expected requences to test the null hypothess that gene number s determned purely by chromosome sze. To have the program do ths or you automatcally you wll need to enter the expected requences or each chromosome, one at a tme. Alternatvely, you could use the JMP IN calculator to compute the ch-square statstc drectly. Ths s easly done by squarng the quanttes calculated n (c) and summng them up (Col Sum s an opton n the Statstcal unctons provded n the Functons panel o the JMP IN calculator wndow). You can also use the calculator to provde you wth the P- value or the calculated χ 2 statstc usng Probablty -> ChSquareDstrbuton, or you can look up the approprate crtcal value n Zar. Note: The substantally lower than expected gene densty on the X chromosome mght result rom expresson bas. Gene expresson rom the X chromosome s reduced because n emales the second copy o the X chromosome s nactvated, and n males a second X s lackng (males are XY). Gene wth reduced expresson are more dcult to detect by the method the researchers used to nd them. 3. Enter the Mount Everest mountaneer survval and supplemental oxygen data rom the above table nto a JMP IN data table. The most useul way to do ths s to create a new data table wth 4 rows and three columns. Call the rst column Survval and the second column Oxygen use. Enter the our combnatons o these two varables nto the our rows. Fnally, put the observed requences nto the thrd column. a) Inspect the mosac plot or these data. Descrbe the pattern n words. Are the relatve requences o ndvduals survvng smlar or derent n the two oxygen groups? b) Test whether survval o mountaneers descendng rom Mount Everest s sgncantly assocated wth use o supplemental oxygen. Show all steps n your work (a good habt, as always). c) Why does the P-value or the Fsher s exact test der rom that o the Pearson χ 2 and the G tests?

7 7 d) Repeat the calculaton o the Pearson χ 2 by hand. Dd you obtan the same number as JMP IN? Why? e) Do the expected requences satsy the assumptons o the ch-square test? What strategy do you recommend? ) The authors who compled the Everest data also presented results rom the teams o mountaneers descendng Everest (clmbers tend not to go alone). These data are gven below. Whch data set s the most approprate to test an assocaton between survval and supplemental oxygen? Why? Survval Used supplemental oxygen Dd not use supplemental oxygen All team members survved At least one team member ded 8 4 Total g) Should we conclude rom the test n () that supplemental oxygen has no eect on survval? h) The same authors also compled smlar data or K2, a nearby summt n the Hmalayas. Analyse these data n the same way as or Mount Everest. Are the results the same as those n ()? Survval Used supplemental oxygen Dd not use supplemental oxygen All team members survved At least one team member ded 0 12 Total Open the data le student_data.jmp rom the shared drectory. Ths le records the data taken rom Bology 300 students on the rst day o class, January The varables are: heght, Student heght n cm hand, Student handedness (let or rght; both was classed as let) parent.rst, Parent lsted rst by student when gvng ther heghts (mom or dad) mom.heght, Student s mother s heght, n cm dad.heght, Student s ather s heght, n cm mom.hand, Whether mother s let or rght-handed sex, Whether student s male or emale a) Use Dstrbuton to test whether male and emale students occur wth equal requency n the Bo 300 class. Note that n the pop-up wndow you wll not need to specy a column or the Freq button because you are workng now wth the raw data nstead o the requency table.

8 8 b) Use an approprate method to test whether there s a statstcal assocaton between handedness o student (let or rght-handed) and that o hs/her mother. c) Use Tables to generate a two-way (contngency) table or handedness o student and mother. Ths method shows how JMP IN may be used to construct requency tables rom raw data. d) Some students lsted ther dad rst when gvng ther heght, whereas some student lsted ther mother rst. Does ths depend on the sex o the student?

Reduced drift, high accuracy stable carbon isotope ratio measurements using a reference gas with the Picarro 13 CO 2 G2101-i gas analyzer

Reduced drift, high accuracy stable carbon isotope ratio measurements using a reference gas with the Picarro 13 CO 2 G2101-i gas analyzer Reduced drft, hgh accuracy stable carbon sotope rato measurements usng a reference gas wth the Pcarro 13 CO 2 G2101- gas analyzer Chrs Rella, Ph.D. Drector of Research & Development Pcarro, Inc., Sunnyvale,

More information

The impact of foreign players on international football performance

The impact of foreign players on international football performance MPRA Munch Personal RePEc Archve The mpact of foregn players on nternatonal football performance Orhan Karaca Ekonomst Magazne, Research Department October 008 Onlne at http://mpra.ub.un-muenchen.de/11064/

More information

CS 2750 Machine Learning. Lecture 4. Density estimation. CS 2750 Machine Learning. Announcements

CS 2750 Machine Learning. Lecture 4. Density estimation. CS 2750 Machine Learning. Announcements CS 75 Machne Learnng Lecture 4 ensty estmaton Mlos Hauskrecht mlos@cs.ptt.edu 539 Sennott Square CS 75 Machne Learnng Announcements Homework ue on Wednesday before the class Reports: hand n before the

More information

High Speed 128-bit BCD Adder Architecture Using CLA

High Speed 128-bit BCD Adder Architecture Using CLA Hgh Speed 128-bt BCD Archtecture Usng CLA J.S.V.Sa Prasanth 1, Y.Yamn Dev 2 PG Student [VLSI&ES], Dept. of ECE, Swamy Vvekananda Engneerng College, Kalavara, Andhrapradesh, Inda 1 Assstant Professor, Dept.

More information

Equilibrium or Simple Rule at Wimbledon? An Empirical Study

Equilibrium or Simple Rule at Wimbledon? An Empirical Study Equlbrum or Smple Rule at Wmbledon? An Emprcal Study Shh-Hsun Hsu, Chen-Yng Huang and Cheng-Tao Tang Revson: March 2004 Abstract We follow Walker and Wooders (200) emprcal analyss to collect and study

More information

Risk analysis of natural gas pipeline

Risk analysis of natural gas pipeline Rsk analyss of natural gas ppelne Y.-D. Jo 1, K.-S. Park 1, J. W. Ko, & B. J. Ahn 3 1 Insttute of Gas Safety Technology, Korea Gas Safety Corporaton, South Korea Department of Chemcal Engneerng, Kwangwoon

More information

Methodology for ACT WorkKeys as a Predictor of Worker Productivity

Methodology for ACT WorkKeys as a Predictor of Worker Productivity Methodology for ACT WorkKeys as a Predctor of Worker Productvty The analyss examned the predctve potental of ACT WorkKeys wth regard to two elements. The frst s tme to employment. People takng WorkKeys

More information

A Study on Parametric Wave Estimation Based on Measured Ship Motions

A Study on Parametric Wave Estimation Based on Measured Ship Motions 1 A Study on Parametrc Wave Estmaton Based on Measured Shp Motons Ulrk Dam NIELSEN * and Tosho ISEKI ** Abstract The paper studes parametrc wave estmaton based on the wave buoy analogy, and data and results

More information

Decomposition guide Technical report on decomposition

Decomposition guide Technical report on decomposition June 2013 Decomposton gude Techncal report on decomposton Erasmus MC Start date of project: 20 Aprl 2012 Duraton: 36 months 1 Table of contents Abstract... 4 Acknowledgements... 5 Introducton... 6 Part

More information

Development of Accident Modification Factors for Rural Frontage Road Segments in Texas

Development of Accident Modification Factors for Rural Frontage Road Segments in Texas Development of Accdent Modfcaton Factors for Rural Frontage Road Segments n Texas Domnque Lord* Zachry Department of Cvl Engneerng & Center for Transportaton Safety Texas Transportaton Insttute Texas A&M

More information

English Premier League (EPL) Soccer Matches Prediction using An Adaptive Neuro-Fuzzy Inference System (ANFIS) for

English Premier League (EPL) Soccer Matches Prediction using An Adaptive Neuro-Fuzzy Inference System (ANFIS) for Englsh Premer League (EPL) Soccer Matches Predcton usng An Adaptve Neuro-Fuzzy Inference System (ANFIS) for Amadn, F. I 1 and Ob, J.C. 2 Department of Computer Scence, Unversty of Benn, Benn Cty. Ngera.

More information

A PROBABILITY BASED APPROACH FOR THE ALLOCATION OF PLAYER DRAFT SELECTIONS IN AUSTRALIAN RULES

A PROBABILITY BASED APPROACH FOR THE ALLOCATION OF PLAYER DRAFT SELECTIONS IN AUSTRALIAN RULES Journal of Sports Scence and Medcne (2006) 5, 509-516 http://www.jssm.org Research artcle The 8th Australasan Conference on Mathematcs and Computers n Sport, 3-5 July 2006, Queensland, Australa A PROBABILITY

More information

PERFORMANCE AND COMPENSATION ON THE EUROPEAN PGA TOUR: A STATISTICAL ANALYSIS

PERFORMANCE AND COMPENSATION ON THE EUROPEAN PGA TOUR: A STATISTICAL ANALYSIS PERFORMANCE AND COMPENSATION ON THE EUROPEAN PGA TOUR: A STATISTICAL ANALYSIS C. Barry Pftzner and Chrs Spence, Department of Economcs/Busness, Randolph-Macon College, Ashland, VA, bpftzne@rmc.edu, cspence@rmc.edu

More information

COMPENSATING FOR WAVE NONRESPONSE IN THE 1979 ISDP RESEARCH PANEL

COMPENSATING FOR WAVE NONRESPONSE IN THE 1979 ISDP RESEARCH PANEL COMPENSATING FOR WAVE NONRESPONSE IN THE 1979 ISDP RESEARCH PANEL 1. Introducton Graham Kalton, Unversty of Mchgan ames Lepkowsk, Unversty of Mchgan Tng-Kwong Ln. Natonal Unversty of Sngapore The choce

More information

Johnnie Johnson, Owen Jones and Leilei Tang. Exploring decision-makers use of price information in a speculative market

Johnnie Johnson, Owen Jones and Leilei Tang. Exploring decision-makers use of price information in a speculative market Johnne Johnson, Owen Jones and Lele Tang Explorng decson-makers use of prce nformaton n a speculatve market Abstract We explore the extent to whch the decsons of partcpants n a speculatve market effectvely

More information

Terminating Head

Terminating Head Termnatng Head 58246-1 Instructon Sheet for MTA- 100 Receptacle Connectors 408-6929 Usng Dscrete Wre 07 APR 11 Locatng Pawl Feed Slde Tool Base Wre Inserter Adjuster (Inserton Rod) Mass Termnaton Assembly

More information

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore.

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. Ths document s downloaded from DR-NTU, Nanyang Technologcal Unversty Lbrary, Sngapore. Ttle capacty analyss usng smulaton Author(s) Ctaton Huang, Shell Yng; Hsu, Wen Jng; He, Yuxong; Song, Tancheng; De

More information

ADDITIONAL INSTRUCTIONS FOR ISU SYNCHRONIZED SKATING TECHNICAL CONTROLLERS AND TECHNICAL SPECIALISTS

ADDITIONAL INSTRUCTIONS FOR ISU SYNCHRONIZED SKATING TECHNICAL CONTROLLERS AND TECHNICAL SPECIALISTS A ADDITIONAL INSTRUCTIONS FOR ISU SYNCHRONIZED SKATING TECHNICAL CONTROLLERS AND TECHNICAL SPECIALISTS DIFFICULTY GROUPS OF FEATURES 1 DEFINITIONS: Change of Rotaton: Refers to TURNS or LINKING STEPS rotatng

More information

Hedonic Price Analysis of Thoroughbred Broodmares in Foal

Hedonic Price Analysis of Thoroughbred Broodmares in Foal Hedonc Prce Analyss of Thoroughbred Broodmares n Foal Agrcultural Economcs Staff Paper # 460 June 2006 Kelly M. Stoeppel and Legh J. Maynard Unversty of Kentucky Department of Agrcultural Economcs 400

More information

Applications on openpdc platform at Washington State University

Applications on openpdc platform at Washington State University Applcatons on openpdc platform at Washngton State Unversty Chuanln Zhao Ebrahm Rezae Man V. Venkatasubramanan Washngton State Unversty Pullman WA WSU projects OMS - Oscllaton Montorng System Stand-alone

More information

Evaluation of a Center Pivot Variable Rate Irrigation System

Evaluation of a Center Pivot Variable Rate Irrigation System Evaluaton of a Center Pvot Varable Rate Irrgaton System Ruxu Su Danel K. Fsher USDA-ARS Crop Producton Systems Research Unt, Stonevlle, Msssspp Abstrat: Unformty of water dstrbuton of a varable rate center

More information

SECOND-ORDER CREST STATISTICS OF REALISTIC SEA STATES

SECOND-ORDER CREST STATISTICS OF REALISTIC SEA STATES SECOND-ORDER CREST STATISTICS OF REALISTIC SEA STATES MARIOS CHRISTOU Shell Internatonal Exploraton and Producton, 2288 GS Rjswjk, The Netherlands. E-mal: maros.chrstou@shell.com PETER TROMANS Ocean Wave

More information

Modeling the Performance of a Baseball Player's Offensive Production

Modeling the Performance of a Baseball Player's Offensive Production Brgham Young Unversty BYU ScholarsArchve All Theses and Dssertatons 006-03-09 Modelng the Performance of a Baseball Player's Offensve Producton Mchael Ross Smth Brgham Young Unversty - Provo Follow ths

More information

Randomization and serial dependence in professional tennis matches: Do strategic considerations, player rankings and match characteristics matter?

Randomization and serial dependence in professional tennis matches: Do strategic considerations, player rankings and match characteristics matter? Judgment and Decson Makng, Vol. 13, No. 5, September 2018, pp. 413 427 Randomzaton and seral dependence n professonal tenns matches: Do strategc consderatons, player rankngs and match characterstcs matter?

More information

Crash Frequency and Severity Modeling Using Clustered Data from Washington State

Crash Frequency and Severity Modeling Using Clustered Data from Washington State Proceedngs of the IEEE ITSC 2006 2006 IEEE Intellgent Transportaton Systems Conference Toronto, Canada, September 17-20, 2006 WB7.1 Crash Frequency and Severty Modelng Usng Clustered Data from Washngton

More information

Driver s Decision Model at an Onset of Amber Period at Signalised Intersections

Driver s Decision Model at an Onset of Amber Period at Signalised Intersections Probablty to stop 1.00 0.90 0.80 0.70 0.60 0.40 0.30 0-10 10-15 15-20 20-25 25-30 30-35 35-40 40-45 45-50 50-55 55-60 60-65 65-70 70-75 75-80 80-85 85-90 90-95 95-100 1st veh n platoon 2nd veh n platoon

More information

Referee Bias and Stoppage Time in Major League Soccer: A Partially Adaptive Approach

Referee Bias and Stoppage Time in Major League Soccer: A Partially Adaptive Approach Econometrcs 2014, 2, 1-19; do:10.3390/econometrcs2010001 OPEN ACCESS econometrcs ISSN 2225-1146 www.mdp.com/journal/econometrcs Artcle Referee Bas and Stoppage Tme n Major League Soccer: A Partally Adaptve

More information

Evaluating Rent Dissipation in the Spanish Football Industry *

Evaluating Rent Dissipation in the Spanish Football Industry * Evaluatng Rent Dsspaton n the Spansh Football Industry * Gudo Ascar Dp. d Economa Poltca e Metod Quanttatv Va S. Felce 5 27100 Pava, Italy Tel: (+39) 0382 506211 Fax: (+39) 0382 304226 gascar@eco.unpv.t

More information

Keywords: Ordered regression model; Risk perception; Collision risk; Port navigation safety; Automatic Radar Plotting Aid; Harbor pilot.

Keywords: Ordered regression model; Risk perception; Collision risk; Port navigation safety; Automatic Radar Plotting Aid; Harbor pilot. Modelng perceved collson rsk n port water navgaton Hoong Chor Chn Assocate Professor, Department of Cvl Engneerng, Natonal Unversty of Sngapore, Engneerng Drve, EA #07-03, Sngapore 7576 Emal: cvechc@nus.edu.sg

More information

Automated External Defibrillators DESIGNED FOR UNEXPECTED HEROES

Automated External Defibrillators DESIGNED FOR UNEXPECTED HEROES Automated External Defbrllators DESIGNED FOR UNEXPECTED HEROES HOPE IS IN YOUR HANDS It happens n a splt second. A person collapses the vctm of sudden cardac arrest (SCA) and the clock starts tckng n the

More information

Evaluating the Effectiveness of Price and Yield Risk Management Products in Reducing. Revenue Risk for Southeastern Crop Producers * Todd D.

Evaluating the Effectiveness of Price and Yield Risk Management Products in Reducing. Revenue Risk for Southeastern Crop Producers * Todd D. Evaluatng the Effectveness of Prce and Yeld Rsk Management Products n Reducng Revenue Rsk for Southeastern Crop Producers * Todd D. Davs ** Abstract A non-parametrc smulaton model ncorporatng prce and

More information

Comprehensive evaluation research of volleyball players athletic ability based on Fuzzy mathematical model

Comprehensive evaluation research of volleyball players athletic ability based on Fuzzy mathematical model ISSN : 0974-7435 Volume 10 Issue 3 Comprehensve evaluaton research of volleyball players athletc ablty based on Fuzzy mathematcal model Shangbn L, Peyu Zhao, Yngshuang Lu, Lxn Wu* Physcal Educaton Department,

More information

1.1 Noise maps: initial situations. Rating environmental noise on the basis of noise maps. Written by Henk M.E. Miedema TNO Hieronymus C.

1.1 Noise maps: initial situations. Rating environmental noise on the basis of noise maps. Written by Henk M.E. Miedema TNO Hieronymus C. TIP4-CT-2005-516420 Page 1 of 34 DELIVERABLE D 1.5 CONTRACT N PROJECT N ACRONYM TITLE TIP4-CT-2005-516420 FP6-516420 QCITY Quet Cty Transport Subproject 1 Nose mappng & modellng Work Package 1.1 Nose maps:

More information

An intro to PCA: Edge Orientation Estimation. Lecture #09 February 15 th, 2013

An intro to PCA: Edge Orientation Estimation. Lecture #09 February 15 th, 2013 An ntro to PCA: Edge Orentaton Estmaton Lecture #09 February 15 th, 2013 Revew: Edges Convoluton wth an edge mask estmates the partal dervatves of the mage surface. The Sobel edge masks are: " #!1 0 1!2

More information

CAREER DURATION IN THE NHL: PUSHING AND PULLING ON EUROPEANS?

CAREER DURATION IN THE NHL: PUSHING AND PULLING ON EUROPEANS? UNC CHARLOTTE ECONOMICS WORKING PAPER SERIES CAREER DURATION IN THE NHL: PUSHING AND PULLING ON EUROPEANS? Crag A. Depken II Johnny Duckng Peter A. Groothus Workng Paper No. 2016-005 THE UNIVERSITY OF

More information

it500 Internet Thermostat

it500 Internet Thermostat T500 User Manual 16pp 025_Layout 1 03/09/2013 12:00 Page 1 T500 Internet Thermostat U S E R M A N U A L T500 User Manual 16pp 025_Layout 1 03/09/2013 12:00 Page 2 Product complance & safety nformaton These

More information

DOWNHOLE ENTHALPY MEASUREMENT IN GEOTHERMAL WELLS

DOWNHOLE ENTHALPY MEASUREMENT IN GEOTHERMAL WELLS PROCEEDINGS, Thrty-Frst Workshop on Geothermal Reservor Enneern Stanord Unversty, Stanord, Calorna, January 3-February 1, 26 SGP-TR-179 DOWNHOLE ENTHLPY MESUREMENT IN GEOTHERML WELLS Ell Julusson, Roland

More information

Major League Duopolists: When Baseball Clubs Play in Two-Team Cities. Phillip Miller. Department of Economics. Minnesota State University, Mankato

Major League Duopolists: When Baseball Clubs Play in Two-Team Cities. Phillip Miller. Department of Economics. Minnesota State University, Mankato Major League Duopolsts: When Baseball Clubs Play n Two-Team Ctes Phllp Mller Department of Economcs Mnnesota State Unversty, Mankato September 2006 Abstract: Ths paper focuses on examnng the attendance

More information

Pedestrian Facilities Planning on Tianjin New Area program

Pedestrian Facilities Planning on Tianjin New Area program Avalable onlne at www.scencedrect.com ScenceDrect Proceda - Socal and Behavoral Scenc es 96 ( 2013 ) 683 692 13th COTA Internatonal Conference of Transportaton Professonals (CICTP 2013) Pedestran Facltes

More information

Comparisons of Means for Estimating Sea States from an Advancing Large Container Ship

Comparisons of Means for Estimating Sea States from an Advancing Large Container Ship Downloaded from orbt.dtu.dk on: Jan 31, 18 Comparsons of Means for Estmatng Sea States from an Advancng Large Contaner Shp Nelsen, Ulrk Dam; Andersen, Ingrd Mare Vncent; Konng, Jos Publshed n: Proceedngs

More information

Product Information. Universal gripper PZN-plus

Product Information. Universal gripper PZN-plus Product Informaton Unversal grpper PZN-plus PZN-plus Unversal grpper Relable. Robust. Flexble. PZN-plus unversal grpper Unversal 3-Fnger Centrc Grpper wth hgh grppng force and maxmum moments due to mult-tooth

More information

ALASKA DEPARTMENT OF FISH AND GAME DIVISION OF COMMERCIAL FISHERIES NEWS RELEASE

ALASKA DEPARTMENT OF FISH AND GAME DIVISION OF COMMERCIAL FISHERIES NEWS RELEASE ALASKA DEPARTMENT OF FISH AND GAME DIVISION OF COMMERCIAL FISHERIES NEWS RELEASE Cora Campbell, Commssoner Jeff Regnart, Drector Contact: Cordova ADF&G Steve Mofftt, PWS Fnfsh Research Bologst 401 Ralroad

More information

For models: 660 EF/EFO

For models: 660 EF/EFO Installaton Instructons Gas converson kts For models: 660 EF/EFO Part no. 660NGKIT/660LPKIT Warnng: Ths kt must be nstalled by a qualfed nstaller n accordance wth these nstructons and all applcable codes

More information

DETECTION AND REFACTORING OF BAD SMELL

DETECTION AND REFACTORING OF BAD SMELL Internatonal Journal of Software Engneerng & Applcatons (IJSEA), Vol.4, No.5, September 2013 DETECTION AND REFACTORING OF BAD SMELL CAUSED BY LARGE SCALE Jang Dexun 1, Ma Pejun 2, Su Xaohong 3, Wang Tantan

More information

OWNERSHIP STRUCTURE IN U.S. CORPORATIONS. Mohammad Rahnamaei. A Thesis. in the. John Molson School of Business

OWNERSHIP STRUCTURE IN U.S. CORPORATIONS. Mohammad Rahnamaei. A Thesis. in the. John Molson School of Business OWNERSHIP STRUCTURE IN U.S. CORPORATIONS Mohammad Rahnamae A Thess n the John Molson School of Busness Presented n Partal Fulfllment of the Requrements For the Degree of Master of Scence (Busness Admnstraton)

More information

JIMAR ANNUAL REPORT FOR FY 2001 (Project ) Project Title: Analyzing the Technical and Economic Structure of Hawaii s Pelagic Fishery

JIMAR ANNUAL REPORT FOR FY 2001 (Project ) Project Title: Analyzing the Technical and Economic Structure of Hawaii s Pelagic Fishery 1 JIMAR ANNUAL REPORT FOR FY 2001 (Project 653540) P.I. Name: PngSun Leung, Khem Sharma and Sam Pooley Project Research Assstant: Naresh Pradhan Project Ttle: Analyzng the Techncal and Economc Structure

More information

VOLUME TRENDS NOVEMBER 1988 TRAVEL ON ALL ROADS AND STREETS IS FOR NOVEMBER 1988 AS COMPARED UP BY 3.4 PERCENT TO NOVEMBER 1987.

VOLUME TRENDS NOVEMBER 1988 TRAVEL ON ALL ROADS AND STREETS IS FOR NOVEMBER 1988 AS COMPARED UP BY 3.4 PERCENT TO NOVEMBER 1987. VOLUME U.S. Department of Transportation Federal Highway TRENDS NOVEMBER 1988 TRAVEL ON ALL ROADS AND STREETS S FOR NOVEMBER 1988 AS COMPARED UP BY 3.4 PERCENT TO NOVEMBER 1987. rr ALL DATA FOR THS MONTH

More information

Report No. FHWA/LA.13/508. University of Louisiana at Lafayette. Department of Civil and Environmental Engineering

Report No. FHWA/LA.13/508. University of Louisiana at Lafayette. Department of Civil and Environmental Engineering TECHNICAL REPORT STANDARD PAGE Report No. FHWA/LA.13/508 4. Ttle and Subttle A Comprehensve Study on Pavement Edge Lne Implementaton 7. Author(s) Xaoduan Sun, Ph.D., P.E. Subassh Das 9. Performng Organzaton

More information

Numerical Simulation on a Gas Distributor Used In Slurry Column Reactor Yating CAI

Numerical Simulation on a Gas Distributor Used In Slurry Column Reactor Yating CAI 2nd Internatonal Conference on Electrcal, Computer Engneerng and Electroncs (ICECEE 2015) Numercal Smulaton on a Gas Dstrbutor Used In Slurry Column Reactor Yatng CAI College of Chemcal Engneerng, Bejng

More information

Summary and Cruise Statistics 8

Summary and Cruise Statistics 8 Suary and Cruse Statstcs 8 July 1, 014 8-1 Cruse Colaton Manual Mnstry of Forests, Lands and NRO 8.1 Plot Suary Reort Overvew The Plot Suary reorts nuber of stes, daeter, and erchantable volue nforaton

More information

Analysis of Hold Time Models for Total Flooding Clean Extinguishing Agents

Analysis of Hold Time Models for Total Flooding Clean Extinguishing Agents Analyss of old Tme Models for Total Floodng Clean Extngushng Agents Todd M. etrck, Al S. Rangwala Department of Fre Protecton Engneerng Worcester Polytechnc Insttute Worcester, MA 69-8 Abstract Ths study

More information

Beating a Live Horse: Effort s Marginal Cost Revealed in a Tournament

Beating a Live Horse: Effort s Marginal Cost Revealed in a Tournament Clemson Unversty From the SelectedWorks of Mchael T. Maloney March, 2008 Beatng a Lve Horse: Effort s Margnal Cost Revealed n a Tournament Mchael T. Maloney, Clemson Unversty Bentley Coffey, Clemson Unversty

More information

UMPQUA RIVER FALL CHINOOK SALMON ESCAPEMENT INDICATOR STOCK PROJECT

UMPQUA RIVER FALL CHINOOK SALMON ESCAPEMENT INDICATOR STOCK PROJECT UMPQUA RIVER FALL CHINOOK SALMON ESCAPEMENT INDICATOR STOCK PROJECT 1998 2002 CUMULATIVE PROGRESS REPORT for work conducted pursuant to Natonal Oceanc and Atmospherc Admnstraton Award Numbers: 1998 99:

More information

Impact of Intelligence on Target-Hardening Decisions

Impact of Intelligence on Target-Hardening Decisions CREATE Research Archve Publshed Artcles & Papers 5--29 Impact of Intellgence on Target-Hardenng Decsons Vck M. Ber Unversty of Wsconsn Madson, ber@engr.wsc.edu Chen Wang Unversty of Wsconsn - Madson, cwang37@wsc.edu

More information

The Initial Phases of a Consistent Pricing System that Reflects the Online Sale Value of a Horse

The Initial Phases of a Consistent Pricing System that Reflects the Online Sale Value of a Horse Unversty of Kentucky UKnowledge Lews Honors College Capstone Collecton Lews Honors College 2014 The Intal Phases of a Consstent Prcng System that Reflects the Onlne Sale Value of a Horse Curran A. Prettyman

More information

Canadian Journal of Fisheries and Aquatic Sciences. Seasonal and Spatial Patterns of Growth of Rainbow Trout in the Colorado River in Grand Canyon, AZ

Canadian Journal of Fisheries and Aquatic Sciences. Seasonal and Spatial Patterns of Growth of Rainbow Trout in the Colorado River in Grand Canyon, AZ Seasonal and Spatal Patterns of Growth of Ranbow Trout n the Colorado Rver n Grand Canyon, AZ Journal: Manuscrpt ID cjfas-15-2.r1 Manuscrpt Type: Artcle Date Submtted by the Author: 23-Jun-15 Complete

More information

RCBC Newsletter. August Richmond County Baseball Club. Inside this issue: 2016 College Showcase Camp. Tournament Update.

RCBC Newsletter. August Richmond County Baseball Club. Inside this issue: 2016 College Showcase Camp. Tournament Update. August 2016 Rchmond County Baseball Club 1400 Travs Ave. Staten Island, NY 10314 RCBC Newsletter If you have any nterestng nfo or news you would lke ncluded n a future newsletter, please emal to jm@rcbclub.com.

More information

A comparison study on the deck house shape of high speed planing crafts for air resistance reduction

A comparison study on the deck house shape of high speed planing crafts for air resistance reduction csnak, 2014 Int. J. Nav. Archt. Ocean Eng. (2014) 6:867~875 http://dx.do.org/10.2478/ijnaoe-2013-0218 pissn: 2092-6782, eissn: 2092-6790 A comparson study on the deck house shape of hgh speed planng crafts

More information

Planning of production and utility systems under unit performance degradation and alternative resource-constrained cleaning policies

Planning of production and utility systems under unit performance degradation and alternative resource-constrained cleaning policies 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 Plannng of producton and utlty systems under unt performance degradaton

More information

Bubble production by breaking waves

Bubble production by breaking waves Calhoun: The NPS Insttutonal Archve Theses and Dssertatons Thess Collecton 989-2 Bubble producton by breakng waves Danel, Albert C., Jr. Monterey, Calforna. Naval Postgraduate School http://hdl.handle.net/0945/26903

More information

PREDICTIONS OF CIRCULATING CURRENT FIELD AROUND A SUBMERGED BREAKWATER INDUCED BY BREAKING WAVES AND SURFACE ROLLERS. Yoshimitsu Tajima 1

PREDICTIONS OF CIRCULATING CURRENT FIELD AROUND A SUBMERGED BREAKWATER INDUCED BY BREAKING WAVES AND SURFACE ROLLERS. Yoshimitsu Tajima 1 PREDICTIONS O CIRCULATING CURRENT IELD AROUND A SUBMERGED BREAKWATER INDUCED BY BREAKING WAVES AND SURACE ROLLERS Yoshmtsu Tama 1 Ths paper develops a quas-three-dmensonal nearshore current model whch

More information

Relative Salary Efficiency of PGA Tour Golfers: A Dynamic Review

Relative Salary Efficiency of PGA Tour Golfers: A Dynamic Review Relatve Salary Effcency of PGA Tour Golfers: A Dynamc Revew Julo Cesar Alonso Unversdad Ices Julan Benavdes Unversdad Ices Based on one-year sample, Nero (2001) estmated golfers' usng four performance

More information

11. Contract or Grant No. Lubbock, Texas

11. Contract or Grant No. Lubbock, Texas Tee hnalr c eport D ocwnentaton Page 1. ReportNo. 2. Government Accesson No.. Recpent's Catalog No. TX -917-951-S. Ttle and Subttle 5. Report Date Proposed Geometrc Desgn for Two-Lane, Two-Way Hghway ntermttent

More information

SUPPLEMENTAL MEMORANDUM. TRANCHE l

SUPPLEMENTAL MEMORANDUM. TRANCHE l SUPPLEMENTAL MEMORANDUM TRANCHE l Prvate Placement of upto 500 (Fve Hundred) Secured, Rated, Lsted, Redeemable, Non-Convertble Debentures ("Debentures" or "NCDs") of the face value of Rs. 10,00,0001- (Rupees

More information

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Publisher's PDF, also known as Version of record

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Publisher's PDF, also known as Version of record Aalborg Unverstet Predctablty of the Power Output of Three Wave Energy Technologes n the Dansh orth Sea Chozas, Jula Fernandez; Jensen,. E. Helstrup; Sørensen, H. C.; Kofoed, Jens Peter; Kabuth, Alna Krstn

More information

Degassing of deep groundwater in fractured rock

Degassing of deep groundwater in fractured rock WATER RESOURCES RESEARCH, VOL. 36, NO. 9, PAGES 2477-2492, SEPTEMBER 2000 Degassng of deep groundwater n fractured rock around boreholes and drfts Jerker Jarsj6 and Georga Destoun Dvson of Water Resources

More information

ASSEMBLY INSTRUCTIONS. TECHART roof spoiler

ASSEMBLY INSTRUCTIONS. TECHART roof spoiler Part no. 070.100.650.009 Roof spoler Contents I Important safety nformaton...3 II Preparaton...5 III Installaton...6 1 Preparng the vehcle...6 2 Fttng the...6 3 Fnal nspecton...6 TECHART Verson 01 Page

More information

EXPLAINING INTERNATIONAL SOCCER RANKINGS. Peter Macmillan and Ian Smith

EXPLAINING INTERNATIONAL SOCCER RANKINGS. Peter Macmillan and Ian Smith EXPLAINING INTERNATIONAL SOCCER RANKINGS Peter Macmllan and Ian Smth School of Economcs and Fnance Unversty of St Andrews St Andrews Ffe, KY16 9AL Unted Kngdom Tel: + 44 1334 46430 (Smth), + 44 1334 46433

More information

M.H.Ahn, K.J.Lee Korea Advance Institute of Science and Technology 335 Gwahak-ro, Yuseong-gu, Daejeon , Republic of Korea

M.H.Ahn, K.J.Lee Korea Advance Institute of Science and Technology 335 Gwahak-ro, Yuseong-gu, Daejeon , Republic of Korea The Methodology on Exposure Dose Evaluaton Modelng Related to Arbtrary Accdent n the Temporary Storage Faclty for Low and Intermedate Level Waste - 9133 M.H.Ahn, K.J.Lee Korea Advance Insttute of Scence

More information

Peace Economics, Peace Science and Public Policy

Peace Economics, Peace Science and Public Policy Peace Economcs, Peace Scence and Publc Polcy Volume 17, Issue 1 2011 Artcle 1 Lone Wolf Terrorsm Peter J. Phllps Unversty of Southern Queensland, phllpsp@usq.edu.au Copyrght c 2011 Berkeley Electronc Press.

More information

Ergonomics Design on Bottom Curve Shape of Shoe-Last Based on Experimental Contacting Pressure Data

Ergonomics Design on Bottom Curve Shape of Shoe-Last Based on Experimental Contacting Pressure Data Ergonomcs Desgn on Bottom Curve Shape of Shoe-Last Based on Expermental Contactng Pressure Data 1 L Zaran, 2 Sh Ka *1Correspondng Author Wenzhou Vocatonal and Techncal College, lzr_101@sna.com 2 Wenzhou

More information

Cost theory and the cost of substitution a clarification

Cost theory and the cost of substitution a clarification Cost theory and the cost of substtuton a clarfcaton Walter J. ReMne The cost of substtuton has been wdely msnterpreted, whch has lmted ts utlty. Ths paper clarfes the cost concept and re-establshes ts

More information

Evolutionary Sets of Safe Ship Trajectories: Evaluation of Individuals

Evolutionary Sets of Safe Ship Trajectories: Evaluation of Individuals Internatonal Journal on Marne Navgaton and Safety of Sea Transportaton Volume 6 Number 3 September 2012 Evolutonary Sets of Safe Shp Trajectores: Evaluaton of Indvduals R. Szlapczynsk Gdansk Unversty of

More information

Product Information. Gripper for small components MPG-plus

Product Information. Gripper for small components MPG-plus Product Informaton Grpper for small components MPG-plus MPG-plus Grpper for small components More powerful. Faster. Longer fngers. MPG-plus grpper for small components 2-fnger parallel grpper wth smooth

More information

M. Álvarez-Mozos a, F. Ferreira b, J.M. Alonso-Meijide c & A.A. Pinto d a Department of Statistics and Operations Research, Faculty of

M. Álvarez-Mozos a, F. Ferreira b, J.M. Alonso-Meijide c & A.A. Pinto d a Department of Statistics and Operations Research, Faculty of Ths artcle was downloaded by: [b-on: Bbloteca do conhecmento onlne UP] On: 29 May 205, At: 02:46 Publsher: Taylor & Francs Informa Ltd Regstered n England and Wales Regstered Number: 072954 Regstered offce:

More information

SOME OBSERVATIONS ON THE CO-ORDINATION DIAPHRAGMATIC AND RIB MOVEMENT IN RESPIRATION

SOME OBSERVATIONS ON THE CO-ORDINATION DIAPHRAGMATIC AND RIB MOVEMENT IN RESPIRATION Thorax (199),, 65. SOME OBSERVATONS ON THE CO-ORDNATON DAPHRAGMATC AND RB MOVEMENT N RESPRATON BY HERBERT HERXHEMER Surgcal Unt, Unversty College Hosptal, London Daphragm and ntercostal muscles together

More information

Free Ride, Take it Easy: An Empirical Analysis of Adverse Incentives Caused by Revenue Sharing

Free Ride, Take it Easy: An Empirical Analysis of Adverse Incentives Caused by Revenue Sharing MPRA Munch Personal RePEc Archve Free Rde, Take t Easy: An Emprcal Analyss of Adverse Incentves Caused by Revenue Sharng Danel, Rascher; Matt, Brown; Mark, Nagel and Chad, McEvoy Unversty of San Francsco,

More information

Peak Field Approximation of Shock Wave Overpressure Based on Sparse Data

Peak Field Approximation of Shock Wave Overpressure Based on Sparse Data Peak Feld Approxmaton of Shock Wave Overpressure Based on Sparse Data Yongl Zhang, Taln Han, Yuqun Chen, Enku Zhang, and Xuan Lu Abstract To obtan the shock wave feld dstrbuton, two knds of calber weapons

More information

Response based sea state estimation for onboard DSS Safe and Efficient Marine Operations

Response based sea state estimation for onboard DSS Safe and Efficient Marine Operations Response based sea state estmaton for onboard DSS Safe and Effcent Marne Operatons Ulrk Dam Nelsen AMOS Workshop, NTNU, Trondhem, 13 th and 14 th November, 2014 Contents Introducton: Context Montorng and

More information

Journal of Chemical and Pharmaceutical Research, 2014, 6(5): Research Article

Journal of Chemical and Pharmaceutical Research, 2014, 6(5): Research Article Avalable onlne www.jocpr.com Journal of Chemcal and Pharmaceutcal Research, 204, 6(5): 520-526 Research Artcle ISS : 0975-7384 CODE(USA) : JCPRC5 Dgtal Electrcal Resstance Tomography System and ts Expermental

More information

Wave Breaking Energy in Coastal Region

Wave Breaking Energy in Coastal Region ave Breang Energy n Coastal Regon Ray-Qng Ln and Lwa Ln Dept. of Seaeepng Davd Taylor Model Basn NSCCD U.S. Army Engneer Researc and Development Center. INTERODUCTION Huang 006 suggested tat wave breang

More information

Price Determinants of Show Quality Quarter Horses. Mykel R. Taylor. Kevin C. Dhuyvetter. Terry L. Kastens. Megan Douthit. and. Thomas L.

Price Determinants of Show Quality Quarter Horses. Mykel R. Taylor. Kevin C. Dhuyvetter. Terry L. Kastens. Megan Douthit. and. Thomas L. Prce Determnants of Show Qualty Quarter Horses Mykel R. Taylor Kevn C. Dhuyvetter Terry L. Kastens Megan Doutht and Thomas L. Marsh* The authors would lke to thank Professonal Aucton Servces, Inc. for

More information

Muscle drain versus brain gain in association football: technology transfer through

Muscle drain versus brain gain in association football: technology transfer through Muscle dran versus bran gan n assocaton football: technology transfer through player emgraton and manager mmgraton G. J. Allan a * and J. Moffat b a Correspondng Author: Department of Economcs, Sr Wllam

More information

Gripping force, O.D. gripping. MPZ 20 / 4 bar MPZ 20 / 6 bar. MPZ 20-AS / 4 bar MPZ 20-AS / 6 bar. Gripping force, I.D. gripping

Gripping force, O.D. gripping. MPZ 20 / 4 bar MPZ 20 / 6 bar. MPZ 20-AS / 4 bar MPZ 20-AS / 6 bar. Gripping force, I.D. gripping SCHUNK Grppers pneumatc 3-Fnger Centrc Grppers Small Components Grpper Grppng force, O.D. grppng Fnger load Grppng force 50 MPZ 20 / 4 bar MPZ 20 / 6 bar MPZ 20-AS / 4 bar MPZ 20-AS / 6 bar 40 30 20 10

More information

Quantitative gas saturation estimation by frequencydependent

Quantitative gas saturation estimation by frequencydependent Quanttatve gas saturaton estmaton by requencydependent AVO analyss Xaoyang Wu, * Mark Chapman, Xang-Yang L, and Patrck Boston Ednburgh Ansotropy Project, Brtsh Geologcal Survey, Murchson House, West Mans

More information

Bit shape geometric considerations when sampling by dry drilling for obtaining chloride profiles in concrete

Bit shape geometric considerations when sampling by dry drilling for obtaining chloride profiles in concrete Materals and Structures/Matéraux et Constructons, Vol. 34, Aprl 2001, pp 150-154 TECHNICAL REPORTS Bt shape geometrc consderatons when samplng by dry drllng for obtanng chlorde profles n concrete M. A.

More information

PREDICTION OF POLYDISPERSE STEAM BUBBLE CONDENSATION IN SUB-COOLED WATER USING THE INHOMOGENEOUS MUSIG MODEL

PREDICTION OF POLYDISPERSE STEAM BUBBLE CONDENSATION IN SUB-COOLED WATER USING THE INHOMOGENEOUS MUSIG MODEL PREDICTION OF POLYDISPERSE STEAM BUBBLE CONDENSATION IN SUB-COOLED WATER USING THE INHOMOGENEOUS MUSIG MODEL C. Lfante *, T. Frank *, A.D. Burns, D. Lucas and E. Krepper * ANSYS Germany GmbH, Staudenfeldweg

More information

CFD Simulation of R134a and R410A Two-Phase Flow in the Vertical Header of Microchannel Heat Exchanger

CFD Simulation of R134a and R410A Two-Phase Flow in the Vertical Header of Microchannel Heat Exchanger Purdue Unversty Purdue e-pubs Internatonal Refrgeraton and Ar Condtonng Conference School of Mechancal Engneerng 2016 CFD Smulaton of R134a and R410A Two-Phase Flow n the Vertcal Header of Mcrochannel

More information

Recreational trip timing and duration prediction: A research note

Recreational trip timing and duration prediction: A research note Recreatonal trp tmng and duraton predcton: A research note Ataelty Halu a and Le Gao a* a School of Agrcultural and Resource Economcs, The Unversty of Western Australa, Crawley, WA 6009, Australa *E-mal

More information

Numerical Study of Occupants Evacuation from a Room for Requirements in Codes

Numerical Study of Occupants Evacuation from a Room for Requirements in Codes Numercal Study of Occupants Evacuaton from a Room for Requrements n Codes HL MU JH SUN Unversty of Scence and Technology of Chna State Key Laboratory of Fre Scence Hefe 2300326, CHINA muhl@mal.ustc.edu.cn

More information

Heart rates during competitive orienteering

Heart rates during competitive orienteering BrJ Sp Med 1993; 27(1) Heart rates durng compettve orenteerng S. R. Brd PhD M Bol, R Baley BA and J Lews BA Department of Sport Scence, Chrst Church College, Canterbury, UK Ths study nvestgated the heart

More information

Availability assessment of a raw gas re-injection plant for the production of oil and gas. Carlo Michelassi, Giacomo Monaci

Availability assessment of a raw gas re-injection plant for the production of oil and gas. Carlo Michelassi, Giacomo Monaci 16 th IMEKO TC4 Symposum Explorng New Fronters of Instrumentaton and Methods for Electrcal and Electronc Measurements Avalablty assessment of a raw gas re-njecton plant for the producton of ol and gas

More information

Study on coastal bridge under the action of extreme wave

Study on coastal bridge under the action of extreme wave Study on coastal brdge under the acton of extreme wave Bo Huang Bng Zhu Jawe Zhang School of Cvl Engneerng, Southwest Jaotong Unversty, Chengdu 610031, Chna Abstract In order to research the catastrophc

More information

The fish community of Rat Cove, Otsego Lake, sumn,er 1997

The fish community of Rat Cove, Otsego Lake, sumn,er 1997 74 The fsh communty of Rat Cove, Otsego Lake, sumn,er 1997 Mcah ngalls ABSTRACT n Rat cove thrteen speces of fsh were documented durng the summer of 1997: alewfe (Alosa pseudoharengus), yellow perch (Percaflavenscens),

More information

Propane Safety. What to Do in Case of Emergency How to Use Propane Safely Propane Scratch-and-Sniff Test Appliance Safety and Maintenance Tips

Propane Safety. What to Do in Case of Emergency How to Use Propane Safely Propane Scratch-and-Sniff Test Appliance Safety and Maintenance Tips ! Propane Safety What to Do n Case of Emergency How to Use Propane Safely Propane Scratch-and-Snff Test Applance Safety and Mantenance Tps 1 11!?? READ THIS FIRST?! IF YOU SMELL GAS 1 1. NO FLAMES OR SPARKS!

More information

Chinese and foreign men s decathlon performance comparison and structural factor correlation test based on SPSS regression model

Chinese and foreign men s decathlon performance comparison and structural factor correlation test based on SPSS regression model ISSN : 0974-7435 Volume 10 Issue 3 Chnese and foregn men s decathlon performance comparson and structural factor correlaton test based on SPSS regresson model Pengfe Zhang*, Jngjng Lu Insttute of Physcal

More information

RCBC Newsletter. September Richmond County Baseball Club. Inside this issue: Johnny Ray Memorial Classic. RCBC on You Tube

RCBC Newsletter. September Richmond County Baseball Club. Inside this issue: Johnny Ray Memorial Classic. RCBC on You Tube September 2016 Rchmond County Baseball Club 1400 Travs Ave. Staten Island, NY 10314 RCBC Newsletter If you have any nterestng nfo or news you would lke ncluded n a future newsletter, please emal to jm@rcbclub.com.

More information

No TRINIDAD AND TOBAGO.

No TRINIDAD AND TOBAGO. r)( /6 / 2 TRNDAD AND TOBAGO. General Loan and nscrbed Stock. No. 25.-1912. 6th May. AN ORDNANCE to declare the terms and condtons applcable to Loans authorsed to be rased by the Government of Trndad and

More information

Investigation on Hull Hydrodynamics with Different Draughts for 470 Class Yacht

Investigation on Hull Hydrodynamics with Different Draughts for 470 Class Yacht Proceedngs Investgaton on Hull Hydrodynamcs wth Dfferent Draughts for 470 Class Yacht Yong Ma 1, *, Shje Ln 1,2, Yangyng He 1, Xaoshan Le 1,2 and Song Zhang 1,2 1 School of Sports Engneerng and Informaton

More information