Production of Milk Clotting Enzyme in Submerged Fermentation with Streptococcus Lactis by Using Whey Medium

Size: px
Start display at page:

Download "Production of Milk Clotting Enzyme in Submerged Fermentation with Streptococcus Lactis by Using Whey Medium"

Transcription

1 IOSR Journal of Engneerng (IOSRJEN) ISSN (e): , ISSN (p): Vol. 08, Issue 3 (March. 2018), V2 PP Producton of Mlk Clottng Enzyme n Submerged Fermentaton wth Streptococcus Lacts by Usng Whey Medum A. S. Santhaln Shellomth 1 and B. Preetha 2 1,2 Department of Chemcal Engneerng, Annamala Unversty, Annamala Nagar , Chdambaram, Taml Nadu, Inda Correspondng Author: A. S. Santhaln Shellomth Abstract: In ths study, utlzaton of whey for the producton of mlk clottng enzyme by Streptococcus lacts was carred out under submerged fermentaton. Effects of dfferent medum components for the producton of mlk clottng enzyme were determned under statonary and shakng condtons. Hghest mlk clottng actvty was observed n the whey medum contanng casen under shakng condtons. Central composte desgn experments were carred out to examne the mutual nteracton between the varables and to determne the optmal values that brngs out hgh yeld mlk clottng enzyme. Maxmum mlk clottng actvty of unts/mg was obtaned at optmum process condtons namely ntal substrate concentraton 29 g/l, ntal ph 6.2, temperature 39.9ºC and bomass concentraton 1.6 g/l. Keywords: Mlk clottng enzyme, Whey, Response Surface Methodology, Mlk clottng actvty, Proteolytc actvty Date of Submsson: Date of acceptance: I. INTRODUCTION Mlk clottng enzyme s known as Rennet whch s composed of rennn and pepsn. Rennn wth hgh mlk clottng actvty and low proteolytc actvty s the potent enzyme source whch s commercally acceptable for cheese makng n the food processng Industres. The calf rennet used for cheese makng s the oldest method and t s extracted from the fourth stomach of young calves. Due to the legal problems aganst the anmal sacrfce for the research purpose leads to the new search for alternate rennet producton from plant and mcrobal sources.the present study deals wth the Producton of Mlk clottng enzyme by Streptococcus lacts usng whey water as a medum for the submerged fermentaton. The Streptococcus lacts s the bacteral culture whch s wdely used n dary ndustres. Whey contans hghly nutrtous consttuents and the most valuable components are the whey protens whch are desgnated superor to most of the other protens such as egg, beef, casen and soya protens n nutrtve value [1]. Gupta et al. [2] reported that whey protens are generally regarded as safe for food applcatons [3,4] because of ther good nutrtonal and functonal propertes. Whey protens are next to egg proten n terms of nutrtve value. Whey Lactose s the mlk sugar whch s the prmary mlk consttuent n whey whch contrbutes around 80-90% of whey solds. The major mneral components n lqud whey are the mneral catons lke sodum, potassum, calcum and magnesum as well as anons lke chlorne, ctrate and phosphate. [5] Whey Protens exhbt excellent functonal propertes such as solublty, foamng, emulsfyng, gellng and water bndng etc. apart from ther nutrtonal and therapeutc value [6,7]. Because of the presence of large part of organc consttuents, the bologcal oxygen demand (BOD) of whey s very hgh (40,000-50,000 mg/kg)leads to a major burden of dsposal as waste through the regular channel. In recent tmes, the envronmental regulatons have become severe across the world necesstatng the treatment of whey pror to dsposal through sewage system. To eradcate the problems nvolved wth the whey dsposal, efforts are beng made towards product dversfcaton usng whey components wthout much change n the exstng nfrastructure. Ths wll be qute feasble to reduce the polluton. In the present study, dfferent medum namely basal medum, casen and sucrose along wth basal medum n whey medum and plan whey were studed under statonary and shakng condtons for the producton of mlk clottng enzyme by Streptococcus lacts. The am of ths study was to fnd out the optmum process condtons for the selected operatng varables namely ntal substrate concentraton, ntal ph, temperature and bomass concentraton for the maxmum producton of mlk clottng enzyme usng whey as substrate by Response surface methodology. Response surface methodology (RSM) s an emprcal statstcal method utlzed for multple regresson analyss of quanttatve data obtaned from statstcally desgned experments by solvng the 29 P a g e

2 multvarate equatons smultaneously. The response surfaces are the graphcal representaton to explan the ndvdual and cumulatve effect of the test varable response surfaces and to fnd out the nteracton between the test varables [8,9]. II. MATERIALS AND METHODS 2.1 Mcroorgansm. The bacteral culture Streptococcus lacts(ncim 2114) was obtaned from NCL Pune, Inda.. Ths culture was mantaned by sub culturng perodcally at 30 o C for 24 hours and stored at 4 o C. 2.2 Growth and Producton medum The mcroorgansm was grown aerobcally n MRS meda contanng followng composton n 1000 ml dstlled water: protease peptone, 10g; yeast extract, 5g; Beef extract, 10g; dextrose, 20g; tween 80, 1.0g; ammonum ctrate, 2.0g;sodum acetate, 5.0g; Magnesum sulphate, 0.1g; Manganese sulphate, 0.05g; Dpotassum phosphate, 2.0g. The ph of the medum was adjusted to 6.5 usng dlute hydrochlorc acd, ncubated at 30 o C for 24 hours and stored at 4 o C. The producton was carred out by usng known volume of 1 day noculum n the above medum usng whey at 30 C both statc and shaker at 120 rpm for 3 days. Fermentaton medum of above composton namely plan whey medum, Sucrose and Casen along wth the basal medum n whey and plan basal medum were used for ths study. Samples were taken from the soluton at regular tme ntervals for the analyss of mlk clottng actvty, proteolytc actvty, bomass concentraton and proten content. All experments were carred out n duplcates. 2.3 Expermental Desgn and Statstcal Analyss The factors affectng the producton of mlk clottng enzyme from whey by Streptococcus lacts was studed usng Central Composte Desgn (CCD) experments. The ntal substrate concentraton (A) g/l, ntal ph (B), temperature (C) C and bomass concentraton (D) g/l were chosen as the ndependent varables as shown n Table 1. Mlk clottng actvty (Y) was chosen as the dependent output varable. An orthogonal 2 4 full factoral central composte desgn wth eght star ponts ( =2) and seven replcaton at the centre pont, all n duplcates, resultng n a total of 31 experments were used to optmze the chosen key varables for the producton of Mlk clottng enzyme n a submerged batch reactor. The experments wth varous ntal substrate concentratons (whey medum) namely 10,,20,30.40 and 50(%v/v), dfferent ntal ph values of 5.0, 5.5, 6.0, 6.5 and 7.0, dfferent temperatures of 30, 35, 40, 45 and 50 o C and fve dfferent bomass concentratons of 0.5, 1.0,1.5, 2.0,and2.5 were employed and vared smultaneously to cover the combnatons of varables n the desgn. The range and the levels of the expermental varables nvestgated n ths study were gven n Table 1. The chosen ndependent varables used n ths experment were coded accordng to Eq. (1): x x o (1) Where x s the coded value of the th varable, s the uncoded value of the th test varable and o s the uncoded value of the th test varable at the centre pont The behavour of the system s explaned by the followng second- degree polynomal Eq. (2): k k k 1 k 2 Y o j j j 2 (2) Where Y s the predcted response, o s the offset term, s the coeffcent of lnear effect, s the coeffcent of squared effect and j s the coeffcent of nteracton effect. Ths regresson model can be used to estmate the ellptcal contours of a constant surface. Mntab 16 was used for regresson analyss of the data obtaned and to estmate the coeffcents of the second-degree polynomal equaton. The equatons were valdated by ANOVA, to determne the sgnfcance of each term n the equaton and to estmate the goodness of ft n each varable. Response surfaces were drawn to determne the ndvdual and nteractve effects of test varables on mlk clottng actvty. 30 P a g e

3 2.4 Preparaton of whey The mlk whey was provded by Ponlat Dary products Ltd., Pondcherry, Inda. The whey was fltered by Whatmann No. 1 flter paper to remove the suspended partcles. The clarfed whey was used as a substrate for mlk clottng enzyme producton. 2.5 Preparaton of the Crude enzyme The fermented medum was fltered to separate the bomass from the culture fltrate usng whatman no 40 flter paper. The fltrate was centrfuged at 4 o C for 10 mn at rpm n the coolng centrfuge. Then the supernatant was used for the further analyss. 2.6 Analyss of crude enzyme Estmaton of Mlk clottng actvty: Mlk clottng actvty (MCA) was determned by the method explaned by Arma, et al [10] and Balls,,et al [11] usng 0.1 (w/v) of rennn std and the substrate s 10g of skmmed mlk powder n 0.01 mol. calcum chlorde. The reacton mxture contans 5 ml of skm mlk and 1ml of enzyme. It was kept at 37 C for MCA. The curd formaton was observed by manually rotatng the test tube from tme to tme. The end pont s the sem lquefed flm appears on the sde of the test tube above the mlk. The clottng tme was noted and the mlk clottng actvty was calculated. MCU / mg T M mnutes xw g (3) Where M s the mlk factor, T s the clottng tme of sample (mn) and Ws the grams of enzyme added to the substrate n 2.0 ml alquot (g wt. x 2) Estmaton of Proteolytc actvty Proteolytc actvty was determned by the Unversal Protease actvty assay by usng casen as a substrate. The reacton mxture contanng 5 ml of 0.65% pre ncubated casen soluton (37 o C/10mn) and 1ml of enzyme was ncubated for 10 mn at 37 o C. And 5 ml of TCA was added to stop the reacton and ncubated at 37 o C for 30 mn. The tyrosne standard was set up (0.2mg/ml) n the range of ml, made up to 2ml wth dstlled water. Then the test solutons are centrfuged at4 o C at 10000rpm for 10 mn and the 2ml of alquots are used for PA. To all the tubes (ncludng standard), 5 ml of sodum carbonate, 1ml of Foln s phenol s added and ncubated at 37 o C for 30 mn. Then the optcal densty was measured at 660 nm by usng uv- Bospectrophotometer [12,13]. Unts / ml enzyme μ mole tyrosne equvalents released (4) Where 11 s the total volume of assay(ml), 10 s the tme of assay as per the unt defnton (mn), 1s the volume of enzyme used(ml) and 2s the volume used n colormetrc determnaton(ml) Determnaton of Proten Proten was estmated by Lowry method [14] by usng BSA as a standard. The optcal densty was measured for 660 nm Estmaton of Bomass concentraton Samples from the producton medum were fltered through whatmann no.40 flter paper to separate the bomass. The settled bomass was collected and dred and expressng the dry weght as grams per ltre of growth medum. III. RESULTS AND DISCUSSION 3.1 Effect of dfferent medum components on the producton of mlk clottng enzyme The effect of dfferent medum components on the Producton of mlk clottng enzyme was carred out by supplemented wth scurose and casen along wth the basal medum of whey, plan basal medun and plan whey medum under agtated and statonary condton.fg 1 shows the mlk clottng actvty and proteolytc actvty levels obtaned n a whey. The plan whey medum, plan basal medum, casen and sucrose along wth the basal medum were denoted as S1,S2,S3 and S4 respectvely. Maxmum mlk clottng enzyme concentraton unts/mg was obtaned for S.lacts under shakng condton. Fg 1. clearly ndcates the addton of 31 P a g e

4 casen(s3) gves the hgher mlk clottng actvty than the other components of medum(s1,s2,s4) Dutt et al [15] reported that the ncreased MCA was found n the casen contanng medum.fg2. Shows the bomass concentraton under statc and shakng condtons. Maxmum bomass concentraton of 15.2 g/l was obtaned n the presence of casen, followed by 11.5 g/l n sucrose, 11.0g/l n basal medum,whle plan whey had the least yeld of 8.9 g/l under shakng condtons. Fg 1.Effects dfferent medum components on mlk clottng enzyme producton by Streotococcus lacts Fg 2.Effects dfferent medum components on bomass concentraton by Streptococcus lacrs 3.2 Central composte desgn and optmzaton usng response surface methodology for the producton of mlk clottng enzyme The coded values of the ndependent varables along wth observed responses n each case were gven n Table 2. By applyng multple regresson analyss, a predctve quadratc model was ftted wth expermental results, and the equaton for the producton of mlk clottng enzyme was n the form of the followng equaton: Y= A+0.008B-0.003C+0.006D-0.026A B C D AB+0.016AC AD+0.001BC+0.021BD+0.014CD... (5) where Y s the mlk clottng actvty (unts/mg), A s the ntal substrate concentraton(whey medum) (%v/v), B s the ntal ph, C s the temperature ( o C) and D s the bomass concentraton (g/l). 32 P a g e

5 Table 1 Central composte desgn for the producton of mlk clottng enzyme by Streptococcus lacts Independent Varable Range and Level Intal Substrate Concentraton (whey medum) (%v/v)) (A) Intal ph (B) Temperature( o C) (C) Bomass Concentraton (g/l) (D) Table 2 Full factoral central composte desgn matrx of orthogonal values along wth observed responses for the producton of mlk clottng enzyme Run order Independent Varable Mlk Clottng Actvty (unts/mg) Orthogonal Value Expermental Predcted A B C D Table 3 Sgnfcance of regresson coeffcents for the producton of mlk clottng enzyme usng Mntab 16 software Model Term Parameter estmate ( Coeffcents) Constant A B C D P a g e

6 A *A B * B C * C D * D A * B A * C A * D B * C B * D C * D A, B, C, D = Lnear effects A 2, B 2, C 2, D 2 = Squared effects AB, AC, AD, BC, BD, CD= Interacton effects A *A B * B C * C D * D A *C B * D Table 4 Analyss of Varance (ANOVA) for the selected quadratc model for the Producton of mlk clottng enzyme Sources of Sum of Degrees of Mean varaton squares Freedom square F P Regresson Lnear Square Interacton Resdual error Total Square The student t dstrbuton and correspondng p values, along wth the parameter estmate were gven n Table 3. The squared effects of all the parameters A * A,B * B,C * C,D * D were found to be sgnfcant and the Interactve effect of the parameters A*C and B*D were also found to be sgnfcant. The statstcal sgnfcance of each term n the quadratc model was valdated by the statstcal tests called the Analyss-of-varance (ANOVA) and the results were gven n Table 4. ANOVA of the regresson model was sgnfcant and t was evdent from the calculated F value (4.5) and a very low probablty. The coeffcent for the squared effect was hghly sgnfcant (p=0.0001) when compared wth the lnear and nteractve effects. Response surface contour plots descrbe the relatonshp between the response and expermental levels of each varable and These plots explan the type of nteracton between test varables and help to obtan the optmum condtons. Fg 3 to 6 shows the response surface plots aganst each of the ndependent varables whle keepng the other varables at ther 0 levels. The smallest surface curve of the response surface dagram ndcated the maxmum product yeld. The ellptcal nature of the contour ndcates that ths nteracton s sgnfcant on the response and the optmum range of process varable are found by the response surfaces of the contour plots. 34 P a g e

7 To valdate the optmal parameters, confrmatory experments were carred out by lab scale producton n the Bofermentor. The observed results were compared wth the predcted results. The process condtons for the maxmum producton of mlk clottng enzyme by Streptococcus lacts under optmzed condtons were gven n Table 5. Mlk Clottng Actvty 0.491unts/mg(MCA), Proteolytc Actvty 0.387unts/mg (PA), the rato MCA/PA1.26 and proten content 0.297mg/ml were found under optmum condtons. These values agree wth the values from the response surface analyss (MCA=0.4975unts/mg) confrmng that the RSM usng statstcal desgn s the effectve tool to optmze the process parameters and to study the ndvdual, cumulatve and nteractve effects of the test varables n mlk clottng enzyme producton. The confrmatory experments showed the hgh mlk clottng actvty and low proteolytc actvty whch suggests ths s a sutable enzyme source for Mlk clottng n cheese Industres. Good coagulaton was observed after17 mn under the optmzed condtons. 35 P a g e

8 Table 5 Optmum values of varables obtaned from regresson equatons for the producton of mlk clottng enzyme by Streptococcus lacts Parameter Optmum value for mlk clottng enzyme producton Intal Substrate Concentraton (whey medum) (%v/v) 29 Intal ph 6.2 Temperature( o C) 39.9 Bomass Concentraton (g/l) 1.6 Mlk Clottng Actvty (unts/mg) IV. CONCLUSION The fermentatve producton of mlk clottng enzyme by Streptococcus lacts has been studed usng whey as a substrate.the results reported that the whey basal medum contanng casen under shakng condtons enhanced the mlk clottng actvty of unts/mg wth low proteolytc actvty 0.387unts/mg. Statstcal expermental desgn s a valuable tool for studyng the nfluence of process parameters on mlk clottng actvty. The results suggested that the whey medum s the hgh nutrent substrate for the producton of mlk clottng enzyme by the bacteral culture Streptococcus lacts.the whey could be used as a cheap and good source for the producton of mlk clottng enzyme.. ACKNOWLEDGEMENT The authors acknowledge the fnancal support receved from the Unversty Grant commsson, New Delh, Inda, (Grant No:F1-17.1/ /RGNF SC-TAM-4979 (SAIII Webste)) A.S.Santhaln Shellomth wshes to thank Ponlat Dary Products Ltd, Pondcherry, Inda. for provdng the whey to carry out the present study. REFERENCES [1] Poonam, M. (2007) Incorporaton of concentrated whey n the producton of bun and pzza. M. Tech. Thess submtted to NDRI Deemed Unversty, Karnal. [2] Gupta, V. K., and Reuter, H. (1993). Frmness and meltng qualty of processed cheese foods wth added whey proten concentrates. Le Lat, 73(4), [3] Hugunn, A.G. (1987). Applcaton of UF whey proten: Developng new market n trends n whey utlsaton. Int. Dary Fed. Brussels, Belgum, 135. [4] Morr, C.V., and Ha, E.Y.W. (1991). Off-flavors of whey proten concentrates: A lterature revew. Internatonal Dary Journal, 1(1), [5] IDF (2003). Bulletn of the Internatonal Dary Federaton. WDS Forum, 384: 20. [6] Matthews, M.E. (1984). Whey proten recovery processes and products. Journal of Dary Scence, 67(11), [7] Patel, M.T., and Klara, A. (1990). Studes on whey proten concentrates. 2. Foamng and emulsfyng propertes and ther relatonshps wth physcochemcal propertes. Journal of Dary Scence, 73(10), [8] Khur, A. I and Cornell J.A. (1982) Response Surfaces: Desgn and Analyss. Marcel Dekker, New York. [9] Montgomery, D. C. (1981),Desgn and Analyss of experments.3rd edn, Wley, New York, 13.Anson, M.L., J.Gen. Physol,1938,22: p [10] Arma, K., et al.,(1964). Cheese makng by usng the mlk clottng enzyme of Mucorpusllus. I Rennet propertes of the enzyme Jap.J.Zootech.Sc.35, [11] Balls A.K and Hoover, S.R., J.Bol, (1937) Chem.121, 737. [12] Anson, M.L.,J.Gen.Phsol,(1938),22:p [13] Chwen-Jen Sheh, Lan-Anh Phan Th, Ing-Lung Shn, (2009), Mlk clottng Enzyme Produced by culture of Bacllus natto,. Bochemcal engneerng journal, 43: [14] Lowry, O.H. et al (1951). Proten Measurement wth Foln Phenol Reagent.J.Bol.Chem.193, p [15] Dutt., et al (2008). Role of casen on nducton and enhancement of producton of a bacteral mlk clottng protease from an ndgenously solated Bacllus subtls, Letters n Appled Mcrobology, 46(5), p A. S. Santhaln Shellomth "Producton of Mlk Clottng Enzyme n Submerged Fermentaton wth Streptococcus Lactc by Usng Whey Medum. IOSR Journal of Engneerng (IOSRJEN), vol. 8, no. 3, 2018, pp P a g e

GAS-LIQUID INTERFACIAL AREA IN OXYGEN ABSORPTION INTO OIL-IN-WATER EMULSIONS

GAS-LIQUID INTERFACIAL AREA IN OXYGEN ABSORPTION INTO OIL-IN-WATER EMULSIONS AS-LIQUID INTERFACIAL AREA IN OXYEN ABSORPTION INTO OIL-IN-WATER EMULSIONS ómez-díaz, D. a, omes, N. b, Texera, J.A. b, Belo, I. b a Department of Chemcal Engneerng, Unversty of Santago de Compostela,

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

Lake Clarity Model: Development of Updated Algorithms to Define Particle Aggregation and Settling in Lake Tahoe

Lake Clarity Model: Development of Updated Algorithms to Define Particle Aggregation and Settling in Lake Tahoe Lake Clarty Model: Development of Updated Algorthms to Defne Partcle Aggregaton and Settlng n Lake Tahoe Goloka B. Sahoo S. Geoffrey Schladow John E. Reuter Danel Nover Davd Jassby Lake Clarty Model Weather

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

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

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

Dynamic Analysis of the Discharge Valve of the Rotary Compressor

Dynamic Analysis of the Discharge Valve of the Rotary Compressor Purdue Unversty Purdue e-pubs Internatonal Compressor Engneerng Conference School of Mechancal Engneerng 8 Dynamc Analyss of the Dscharge Valve of the Rotary Compressor Bo Huang Shangha Htach Electrcal

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

LSSVM Model for Penetration Depth Detection in Underwater Arc Welding Process

LSSVM Model for Penetration Depth Detection in Underwater Arc Welding Process ISS 1746-7659, England, UK Journal of Informaton and Computng Scence Vol. 5, o. 4, 2010, pp. 271-278 LSSVM Model for Penetraton Depth Detecton n Underwater Arc Weldng Process WeMn Zhang 1, 2, GuoRong Wang

More information

Sample Preparation. Solid Phase Extraction Mechanisms

Sample Preparation. Solid Phase Extraction Mechanisms Sample Preparaton Sold Phase Extracton Mechansms Wherever you see ths symbol, t s mportant to access the on-lne course as there s nteractve materal that cannot be fully shown n ths reference manual. Ams

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

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

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

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

Engineering Analysis of Implementing Pedestrian Scramble Crossing at Traffic Junctions in Singapore

Engineering Analysis of Implementing Pedestrian Scramble Crossing at Traffic Junctions in Singapore Engneerng Analyss of Implementng Pedestran Scramble Crossng at Traffc Junctons n Sngapore Dr. Lm Wee Chuan Eldn Department of Chemcal & Bomolecular Engneerng, Natonal Unversty of Sngapore, 4 Engneerng

More information

OPTIMIZATION OF PRESSURE HULLS OF COMPOSITE MATERIALS

OPTIMIZATION OF PRESSURE HULLS OF COMPOSITE MATERIALS OPTIMIZATION OF PRESSURE HULLS OF COMPOSITE MATERIALS J.Franco a, A.Corz a*.a.peña b a Materal Composte Group. Unversdad de Cadz. Avda/Ramon Puyol s/n. 11205 Algecras (Span) *alcorz@caltech.es b Calpe

More information

International Journal of Engineering and Technology, Vol. 8, No. 5, October Model Systems. Yang Jianjun and Li Wenjin

International Journal of Engineering and Technology, Vol. 8, No. 5, October Model Systems. Yang Jianjun and Li Wenjin Internatonal Journal of Engneerng and Technology, Vol. 8, No. 5, October 2016 1 Relablty Optmzaton Desgn of Submarne Free-Runnng Model Systems Yang Janjun and L Wenjn Abstract Wth regard to the relablty

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

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

Influence of Gas Density on Hydrodynamics in a Bubble Column

Influence of Gas Density on Hydrodynamics in a Bubble Column Smulaton and Optmzaton Chna Petroleum Processng and Petrochemcal Technology 01, Vol. 16, No. 1, pp 66-70 March 30, 01 Influence of Gas Densty on Hydrodynamcs n a Bubble Column Tang Xaojn; Hou Shuand; Zhang

More information

RADIAL STIFFNESS OF A BICYCLE WHEEL AN ANALYTICAL STUDY

RADIAL STIFFNESS OF A BICYCLE WHEEL AN ANALYTICAL STUDY ADIAL TIFFE OF A BICYCLE WHEEL - A AALYTICAL TUDY José aría ínguez Dpto. de Físca Aplcada II Facultad de Cenca y Tecnología Unversdad del País Vasco Aptdo. 644 488 Blbao PAI Emal: osemara.mnguez@ehu.es

More information

International Journal of Advance Engineering and Research Development

International Journal of Advance Engineering and Research Development Scentfc Journal of Impact Factor (SJIF): 3.134 ISSN (Onlne): 2348-4470 ISSN (Prnt) : 2348-6406 Internatonal Journal of Advance Engneerng and Research Development Volume 2, Issue 1, January -2015 Optmum

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

The effects of extra vehicular activity (EVA) gloves on human performance

The effects of extra vehicular activity (EVA) gloves on human performance Unversty of Nebraska - Lncoln DgtalCommo@Unversty of Nebraska - Lncoln Industral and Management Systems Engneerng Faculty Publcato Industral and Management Systems Engneerng 1995 The effects of extra vehcular

More information

Research and Application of Work Roll Contour Technology on Thin Gauge Stainless Steel in Hot Rolling

Research and Application of Work Roll Contour Technology on Thin Gauge Stainless Steel in Hot Rolling Send Orders for Reprnts to reprnts@benthamscence.ae The Open Mechancal Engneerng Journal, 215, 9, 111-116 111 Open Access Research and Applcaton of Work Roll Contour Technology on Thn Gauge Stanless Steel

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

Nonlinear Risk Optimization Approach to Gas Lift Allocation Optimization

Nonlinear Risk Optimization Approach to Gas Lift Allocation Optimization pubs.acs.org/iecr Nonlnear Rsk Optmzaton Approach to Gas Lft Allocaton Optmzaton Mahd Khshvand and Ehsan Khamehch* Faculty of Petroleum Engneerng, Amrkabr Unversty of Technology, Tehran, Iran ABSTRACT:

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

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

Product Information. Radial gripper PRG 52

Product Information. Radial gripper PRG 52 Product Informaton PRG More flexble More powerful. Slm. PRG unversal grpper 180 radal grpper wth powerful 1-shft slotted lnk gear and oval pston. Feld of applcaton For areas of applcaton whch, n addton

More information

Bubble Column Reactor Fluid-dynamic Evaluation at Pilot-plant for Residue and Extra-heavy Crude Oil Upgrading Technology

Bubble Column Reactor Fluid-dynamic Evaluation at Pilot-plant for Residue and Extra-heavy Crude Oil Upgrading Technology J. Chem. Chem. Eng. 9 (15) 176-19 do: 1.1765/1934-7375/15.3.3 D DAVID PUBISHING Bubble Column Reactor Flud-dynamc Evaluaton at Plot-plant for Resdue and Extra-heavy Crude Ol Upgradng Technology Rcardo

More information

A non-parametric analysis of the efficiency of the top European football clubs

A non-parametric analysis of the efficiency of the top European football clubs MPRA Munch Personal RePEc Archve A non-parametrc analyss of the effcency of the top European football clubs George Halkos and Nckolaos Tzeremes Unversty of Thessaly, Department of Economcs May 2011 Onlne

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

Experimental And Numerical Investigation Of The Flow Analysis Of The Water-Saving Safety Valve

Experimental And Numerical Investigation Of The Flow Analysis Of The Water-Saving Safety Valve Expermental And Numercal Investgaton Of The Flow Analyss Of The Water-Savng Safety Valve Muhammed Safa KAMER s PhD Student n Department of Mechancal Engneerng n Kahramanmaras Sutcu Imam Unversty, Turkey.

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

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

Product Information. Long-stroke gripper PFH-mini

Product Information. Long-stroke gripper PFH-mini Product Informaton PFH-mn PFH-mn Loadable. Flexble. Relable. PFH-klen long-stroke grpper 2-fnger parallel grpper wth large jaw stroke for large parts and / or a broad range of parts Feld of applcaton clean

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

A Prediction of Reliability of Suction Valve in Reciprocating Compressor

A Prediction of Reliability of Suction Valve in Reciprocating Compressor Purdue Unversty Purdue e-pubs nternatonal Compressor Engneerng Conference School of Mechancal Engneerng 1996 A Predcton of Relablty of Sucton Valve n Recprocatng Compressor W. H. You Samsung Electroncs

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

Mechanical Engineering Journal

Mechanical Engineering Journal 56789 Bulletn of the JSME Mechancal Engneerng Journal Vol., o., 6 Measurement of three-dmensonal orentaton of golf club head wth one camera Wataru KIMIZUKA* and Masahde OUKI* * DULOP SPORTS CO. LTD. Waknohama-cho

More information

Cost Effective Safety Improvements for Two-Lane Rural Roads

Cost Effective Safety Improvements for Two-Lane Rural Roads Fnal Techncal Report TNW2008-04 Research Project Agreement No. 61-2394 Cost Effectve Safety Improvements for Two-Lane Rural Roads Ynha Wang Assocate Professor Ngan Ha Nguyen Graduate Research Assstant

More information

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

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

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

What does it take to be a star?

What does it take to be a star? Unversty of Freburg Department of Internatonal Economc Polcy Dscusson Paper Seres Nr. 1 What does t take to be a star? The role of performance and the meda for German soccer players Erk E. Lehmann and

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

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

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

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

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

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

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

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

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

Monitoring Physical Activity from Active Transport. Dr Russell G. Thompson Institute of Transport Studies Monash University

Monitoring Physical Activity from Active Transport. Dr Russell G. Thompson Institute of Transport Studies Monash University Montorng Physcal Actvty from Actve Transport Dr Russell G. Thompson Insttute of Transport Studes Monash Unversty Australan Health Gudelnes Put together at least 30 mnutes of moderatentensty physcal actvty

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

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

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

Effect of gas properties on the characteristics of a bubble column equipped with fine porous sparger.

Effect of gas properties on the characteristics of a bubble column equipped with fine porous sparger. ICFM-16-9 th Internatonal Conference on Multphase Flow May nd -7 th, 16, Frenze, Italy Effect of gas propertes on the characterstcs of a bubble column equpped wth fne porous sparger. Aradn P. Chatzdafn,

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

Mass Spectrometry. Fundamental GC-MS. GC-MS Interfaces

Mass Spectrometry. Fundamental GC-MS. GC-MS Interfaces Mass Spectrometry Fundamental GC-MS GC-MS Interfaces Wherever you see ths symbol, t s mportant to access the on-lne course as there s nteractve materal that cannot be fully shown n ths reference manual.

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

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

Proceedings of the ASME nd International Conference on Ocean, Offshore and Arctic Engineering OMAE2013 June 9-14, 2013, Nantes, France

Proceedings of the ASME nd International Conference on Ocean, Offshore and Arctic Engineering OMAE2013 June 9-14, 2013, Nantes, France Proceedngs of the ASME nd Internatonal Conference on Ocean, Offshore and Arctc Engneerng OMAE June 9-,, Nantes, France OMAE-6 ROLL DAMPING COEFFICIENTS ASSESSMENT AND COMPARISON FOR ROUND BILGE AND HARD

More information

ITRS 2013 Silicon Platforms + Virtual Platforms = An explosion in SoC design by Gary Smith

ITRS 2013 Silicon Platforms + Virtual Platforms = An explosion in SoC design by Gary Smith ITRS 2013 Slcon Platforms + Vrtual Platforms = An exploson n SoC desgn by Gary Smth 2013 2013 Gary Gary Smth Smth EDA, EDA, Inc. Inc. All All Rghts Rghts Reserved. Reserved. 1 The Fve Desgn Constrants

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

Chapter 3 Reserve Estimation. Lecture notes for PET 370 Spring 2012 Prepared by: Thomas W. Engler, Ph.D., P.E.

Chapter 3 Reserve Estimation. Lecture notes for PET 370 Spring 2012 Prepared by: Thomas W. Engler, Ph.D., P.E. Chapter 3 Reserve Estmaton Lecture notes for PET 370 prng 2012 Prepared by: Thomas W. Engler, Ph.D., P.E. Volumetrc N ol n 7758A B o place, n h f (1 1 ) here, N = ol n place, stb A = dranage area, acres

More information

Product Information. Long-stroke gripper PSH 42

Product Information. Long-stroke gripper PSH 42 Product Informaton PSH 42 PSH Compact. Flexble. Fully encapsulated. PSH long-stroke grpper 2-fnger parallel grpper wth long jaw stroke and drt-resstant round gudance Feld of applcaton n contamnated work

More information

THE STATE OIL AND GAS BOARD OF MISSISSIPPI ORDER. This day this cause came on to be heard on the petition

THE STATE OIL AND GAS BOARD OF MISSISSIPPI ORDER. This day this cause came on to be heard on the petition BLED FOR RECORD J Jf\H 6 1978 OIL AND GAS BOARD Clyde R. Davs, State Ol & Gas Supervsor THE STATE OIL AND GAS BOARD OF MISSISSIPPI ^ DOCKET NO. 251-77-56 ORDER NO. ORDER Ths day ths cause came on to be

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

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

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

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

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

Investigation on Rudder Hydrodynamics for 470 Class Yacht

Investigation on Rudder Hydrodynamics for 470 Class Yacht Proceedngs Investgaton on Rudder Hydrodynamcs for 470 Class Yacht She Ln 1,, Yong Ma, *, Wetao Zheng, Song Zhang 1,, Xaoshan Le 1, and Yangyng He 1, 1 Graduate School of Wuhan Sports Unversty, Wuhan 430079,

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

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

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

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

Internal Wave Maker for Navier-Stokes Equations in a Three-Dimensional Numerical Model

Internal Wave Maker for Navier-Stokes Equations in a Three-Dimensional Numerical Model Journal of Coastal Research SI 64 511-515 ICS2011 (Proceedngs) Poland ISSN 0749-0208 Internal Wave Maker for Naver-Stokes Equatons n a Three-Dmensonal Numercal Model T. Ha, J.W. Lee and Y.-S. Cho Dept.

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

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

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

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

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

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

Journal of Environmental Management

Journal of Environmental Management Journal of Envronmental Management 90 (2009) 3057 3069 Contents lsts avalable at ScenceDrect Journal of Envronmental Management journal homepage: www.elsever.com/locate/jenvman Sustanable value assessment

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

Stability Analysis for the Design of 5000-Tonnes Offshore Work Barge

Stability Analysis for the Design of 5000-Tonnes Offshore Work Barge Internatonal Journal of Engneerng and echnology Volume No. 9, September, Stablty Analyss for the Desgn of 5-onnes Offshore Work arge Ntonye Samson a, Ezenwa Ogbonnaya b, uve Ejabefo a a Department of arne

More information

Mass Transfer of CO 2 into Water and Surfactant Solutions

Mass Transfer of CO 2 into Water and Surfactant Solutions Mass Transfer of CO 2 nto Water and Surfactant Solutons Rouhollah Farajzadeh, Al Barat, Harm A. Dell, Johannes Brunng, Pacell L.J. Ztha Delft Unversty of Technology, Department of Geotechnology, Mjnbouwstraat

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

Numerical Analysis of Rapid Gas Decompression in Pure Nitrogen using 1D and 3D Transient Mathematical Models of Gas Flow in Pipes

Numerical Analysis of Rapid Gas Decompression in Pure Nitrogen using 1D and 3D Transient Mathematical Models of Gas Flow in Pipes Internatonal Journal of Chemcal and Bologcal Engneerng 6 01 Numercal Analyss of Rapd as Decompresson n Pure Ntrogen usng 1D and 3D Transent Mathematcal Models of as Flow n Ppes Evgeny Burlutsky Abstract

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

International Journal of Industrial Engineering Computations

International Journal of Industrial Engineering Computations Internatonal Journal of Industral Engneerng Computatons 2 (20) 93 202 Contents lsts avalable at GrowngScence Internatonal Journal of Industral Engneerng Computatons homepage: wwwgrowngscencecom/ec A mult-obectve

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

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

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

Modeling Low-Pressure Injections in Diesel HCCI Engines

Modeling Low-Pressure Injections in Diesel HCCI Engines Modelng Low-Pressure Injectons n Desel HCCI Engnes Yong Sun * and Rolf D. Retz Engne Research Center, Department of Mechancal Engneerng Unversty of Wsconsn-Madson Madson, WI 5376-169 USA Abstract Homogeneous

More information

Aerator Performance in Reducing Phenomenon of Cavitation in Supercritical Flow in Steep Channel Bed

Aerator Performance in Reducing Phenomenon of Cavitation in Supercritical Flow in Steep Channel Bed Engneerng Internatonal Conference UNNES Conservaton 13 Proceedng Aerator Performance n Reducng Phenomenon of Cavtaton n Supercrtcal Flow n Steep Channel Bed Yer Sutopo 1, Bud Wgnyosukarto, Istarto, dan

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