Applications on openpdc platform at Washington State University

Size: px
Start display at page:

Download "Applications on openpdc platform at Washington State University"

Transcription

1 Applcatons on openpdc platform at Washngton State Unversty Chuanln Zhao Ebrahm Rezae Man V. Venkatasubramanan Washngton State Unversty Pullman WA

2 WSU projects OMS - Oscllaton Montorng System Stand-alone system for oscllaton detecton and analyss usng wde-area PMUs VSMS - Voltage Stablty Montorng System Stand-alone system for voltage stablty stress ndcator usng wde-area PMUs GrdSm Large-scale real-tme power grd smulator Powertech Labs new product epmu

3 Oscllaton Montorng System IEEE C Real-tme PMU data stream Gateway Protocol OpenPDC OMS SQL server OMS results Gateway Protocol OMS acton adapter bult nto OpenPDC 64 bt verson

4 Two Types of Data Two Types of Engnes Ambent Data Rngdown Data 4

5 Start OMS Flowchart Read data from PDC Event? Yes Dampng Montor Engne No FDD analyss for ambent data Prony analyss for postdsturbance data Event Analyss Engne Movng wndow crosscheck Movng wndow crosscheck Poorly damped mode detected? Yes Alarm Controller trgger No 5

6 Complementary Engnes Event Analyss Engne Four algorthms: Prony, Matrx Pencl and Hankel Total Least Square, ERA. Amed at events resultng n sudden changes n dampng Dampng Montor Engne Ambent nose based. Contnuous. Two algorthms: Fast Frequency Doman Decomposton, Fast Stochastc Subspace Identfcaton Provdes early warnng on poorly damped modes 6

7 7 The response after small dsturbances can be expressed n the sum of exponental terms Transfer functon Impulse response Samplng at constant perod n s R s u s y s G 1 ) ( ) ( ) ( b, c R where and are rght egenvector and left egenvector n j t R t y 1 ) exp( ) ( n k R z k y 1 ) ( ) exp( t z where Mathematcal Model for Rngdown Data

8 Mathematcal Model for Ambent Data Power system s n fact a hgh-order nonlnear tme-nvarant system However, n normal operatng state, power system can be modeled as an LTI system for a short perod of tme Random load varatons modeled as whte nose Power System modeled as LTI system Measured outputs, e.g. voltage magntudes 8

9 Frequency Doman Decomposton Power System Whte nose System System 9

10 Procedure summary of FDD Form sgnal group from each PMU Power spectrum estmaton by Mult-Taper Method Apply SVD on the power spectrum Apply nverse FFT on largest sngular values Extract the pole frequency and dampng rato from the exponental form by rngdown analyss 10

11 Event Montor Engne OMS Engnes Automated Prony type analyss of oscllatory rngdown responses Ten seconds of PMU data analyzed every one second Dampng Montor Engne Automated analyss of ambent nose data Four mnutes of PMU data analyzed every ten seconds 11

12 Results from Two Engnes Voltage Angle at Cumberland Substaton Angle (Degree) Ambent Nose Analyss Event Analyss Tme (s) Prony analyss: 1.25 Hz Local 1.5% dampng rato FDD Analyss: Hz Local 1.17% dampng rato Defectve card found n Power System Stablzer and fxed. 12

13 Mode Shape Estmaton Mode Shape Identfed by Prony Analyss at Hz Mode Shape Identfed by FDD at Hz Imagnary Part Imagnary Part 0.4 TVA_COLN_MAIN TVA_CUMB_BUS10.2 TVA_CUMB_BUS2 TVA_HEND_BUS1 TVA_LOWN_161K 0 TVA_LOWN_500K TVA_MARS_CUMB -0.2 TVA_RIDG_BUS1 TVA_RIDG_BUS2-0.4 TVA_COLN_M TVA_CUMB_B TVA_CUMB_B TVA_HEND_B TVA_LOWN_1 TVA_LOWN_5 TVA_MARS_C TVA_RIDG_BU TVA_RIDG_BU Real Part Prony Mode Shape Real Part FDD Mode Shape Mode shape helps pnpont the root cause of oscllatons. 13

14 Oscllaton Montorng System IEEE C Real-tme PMU data stream Gateway Protocol OpenPDC OMS SQL server OMS results Gateway protocol OMS acton adapter bult nto OpenPDC 64 bt verson 2.1. Tested at Entergy, TVA, Idaho Power, and WECC. 14

15 openpdc-based Archtecture openpdc (Server Sde) Clent Sde Dampng Analyss Adapter Real-tme Vsualzaton PMU s Input Adapter GEP Publsher GEP Subscrber openhstoran Event Analyss Adapter Hstory Vsualzaton Server-sde subsystem: two Acton Adapters. Dampng Adapter analyze ambent data to provde early-warnng on poor-damped modes Event Adapter ams at events resultng n sudden changes n dampng Clent-sde subsystem Real-tme vsualzaton receves updates from server, and presents them to user. stores the receved result nto local openhstoran Hstory vsualzaton retreve results from local openhstoran database show the oscllaton trend of the system n a specfc perod. 15

16 Montor usng ambent data Dampng Analyss Adapter Slde Wndow Concentrator Wndow FFDD Algorthm Result Decomposer Analyss Result Measure ment Measure ment Measure ment GEP Publsher 1. s are concentrated nto frame 2. s are nserted nto a slde wndow. 3. A wndow of frames s fed nto FFDD Algorthm to detect Oscllaton 4. Detecton result are decomposed nto a batch of s. 5. Result s wll be publshed usng GEP 16

17 Phase I. Statstcs Phase Montor usng event data Event Analyss Adapter (Statstcs Phase) GEP Publsher Concentrator Wndow Event Detector accumulates a long perod of s. calculate some statstcs on ths long perod of data use these statstcs as the thresholds to detect future event Ths phase wll repeat perodcally to update those event thresholds 17

18 Montor usng event data Detect Phase Event Analyss Adapter (Detecton Phase) Slde Wndow Concentrator Event Detector Wndow Wndow wth Event HTLS Prony MatrxPencl ERA Analyss Result Consstency Checker Result Decomposer Measure ment Measure ment Measure ment GEP Publsher 1. s are concentrated and fed nto slde wndow. 2. A wndow wll go to Event Detector. 3. If contnuous events are detected, further analyss starts. 4. Wndow wth real event are analyzed by Prony, Matrx Pencl, HTLS and ERA n parallel 5. Analyss results need to go through Consstency Check. 6. Consstent result wll be decomposed nto s and publshed usng GEP 18

19 Real-tme vsualzaton PMU s Current Modes Mode shapes Modes Trend Curve Modes Scatterplot Power Spectrum Densty 19

20 Hstory vsualzaton 20

21 OpenPDC at WSU OpenPDC and openhstoran used extensvely n several projects OpenPDC based PMU applcatons beng nstalled at Entergy, TVA, and WECC Suggestons, Debuggng, and WSU code contrbuton (openpdclte) Confg tools, Vsualzaton tools Commercalzaton

OSCILLATION MONITORING SYSTEM AT TVA

OSCILLATION MONITORING SYSTEM AT TVA OSCILLATION MONITORING SYSTEM AT TVA 1 Gary Kobet, Ritchie Carroll, Ryan Zuo Tennessee Valley Authority Mani V. Venkatasubramanian Washington State University PROJECT TEAM WSU Guoping Liu, Qiang Zhang,

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

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

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

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

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

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

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

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

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

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

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

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

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

AMP-O-MATIC* Side-Feed Stripper-Crimper III Machine No [ ] customer manual TOOLING ASSISTANCE CENTER

AMP-O-MATIC* Side-Feed Stripper-Crimper III Machine No [ ] customer manual TOOLING ASSISTANCE CENTER AMP-O-MATIC* Sde-Feed Strpper-Crmper III Machne No. 1320895-[ ] Customer Manual 409-10012 28 DEC 11 SAFETY A. PRECAUTIONS READ THIS FIRST!............................ 2 customer manual 1. INTRODUCTION.......................................................

More information

Bourdon tube pressure gauges for industrial applications EN 837-1

Bourdon tube pressure gauges for industrial applications EN 837-1 Pressure gauges Bourdon tube for ndustral applcatons EN 837-1 For machne and plant engneerng Robust steel or stanless steel housng Many customsed versons avalable A Page 386 Applcaton For gaseous and lqud

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

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

Bourdon tube pressure gauges for industrial applications

Bourdon tube pressure gauges for industrial applications Pressure gauges Bourdon tube for ndustral applcatons EN 837- For machne and plant engneerng Robust steel or stanless steel housng Many customsed versons avalable A Page 54 Applcaton For gaseous and lqud

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

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

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

DESIGN AND IMPLEMENTATION OF BASKETBALL TEACHING PLATFORM

DESIGN AND IMPLEMENTATION OF BASKETBALL TEACHING PLATFORM 0 th February 03. Vol. 48 No. 005-03 JATIT & LLS. All rghts reserved. ISSN: 99-8645 www.jatt.org E-ISSN: 87-395 DESIGN AND IMPLEMENTATION OF BASKETBALL TEACHING PLATFORM BO SU, SUFEI YANG, AIMIN QIN Deartment

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

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

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

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

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

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

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

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

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

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

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

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

Patient Health Care Analysis based on ANFIS Sugeno Model

Patient Health Care Analysis based on ANFIS Sugeno Model Internatonal Journal of Computer Trends and Technology (IJCTT) volume 7 Number 4 Nov 204 Patent Health Care nalyss based on NFIS Sugeno Model Maylvaganan M #, Rajeswar K *2 # ssocate Professor & Dept.of

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

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

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

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

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

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

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

Standard Bourdon tube pressure gauges EN 837-1

Standard Bourdon tube pressure gauges EN 837-1 Bourdon tube Pressure gauges Standard Bourdon tube pressure gauges EN 837-1 For pneumatc and heatng system applcatons (e. g. pressure reducers, water flters) Desgn as per EN 837-1 Accuracy class 1.6 Corroson-resstant,

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

AN EXPERIMENTAL STUDY OF THE EFFECTS OF SWEPT ANGLE ON THE BOUNDARY LAYER OF THE 2D WING

AN EXPERIMENTAL STUDY OF THE EFFECTS OF SWEPT ANGLE ON THE BOUNDARY LAYER OF THE 2D WING AN EXPERIMENTAL STUDY OF THE EFFECTS OF SWEPT ANGLE ON THE BOUNDARY LAYER OF THE 2D WING A. Davari *, M.R. Soltani, A.Tabrizian, M.Masdari * Assistant Professor, Department of mechanics and Aerospace Engineering,

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

MAXIMUM NUMBER OF STUDENTS

MAXIMUM NUMBER OF STUDENTS Focus Underwater Robotc Vehcles for Scentfc Exploraton GRADE LEVEL 7-8 (Physcal Scence/Lfe Scence) MAXIMUM NUMBER OF STUDENTS Focus QUESTION How can underwater robots be used to assst sc- ROPOS entfc exploratons?

More information

Hydraulic DTH Fluid Hammer Drilling as a Seismic While Drilling (SWD) Source for Geothermal Exploration and Drilling Prediction

Hydraulic DTH Fluid Hammer Drilling as a Seismic While Drilling (SWD) Source for Geothermal Exploration and Drilling Prediction Proceedngs World Geothermal Congress 2015 Melbourne, Australa, 19-25 Aprl 2015 Hydraulc DTH Flud Hammer Drllng as a Sesmc Whle Drllng (SWD) Source for Geothermal Exploraton and Drllng Predcton Poletto

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

Instantaneous Current Prediction for Naval Operations

Instantaneous Current Prediction for Naval Operations Instantaneous Current Predcton for Naval Operatons Peter C. Chu Naval Ocean Analyss and Predcton Laboratory, Department of Oceanography Naval Postgraduate School, Monterey, CA 93943 Albert E. Armstrong

More information

_01_EE394J_2_Spring12_Texas_Synchrophasor_Events.doc. Events automatically detected by our PMU_Waveform_Analyzer. Event 1. Jan. 03, 2012.

_01_EE394J_2_Spring12_Texas_Synchrophasor_Events.doc. Events automatically detected by our PMU_Waveform_Analyzer. Event 1. Jan. 03, 2012. Event 1. Jan. 03, 2012. 01:44 GMT -34-35 No wind generation. West Texas is importing power. -36 03 Straight-Line Miles 02 370 miles 100 miles 01 280 miles 22 Steady-state angle rises. 21 20 No unit tripped.

More information

Chapter 15 Wave Motion. Copyright 2009 Pearson Education, Inc.

Chapter 15 Wave Motion. Copyright 2009 Pearson Education, Inc. Chapter 15 Wave Motion 15-1 Characteristics of Wave Motion All types of traveling waves transport energy. Study of a single wave pulse shows that it is begun with a vibration and is transmitted through

More information

MIL-STD-883G METHOD

MIL-STD-883G METHOD STEADY-STATE LIFE 1. PURPOSE. The steady-state life test is performed for the purpose of demonstrating the quality or reliability of devices subjected to the specified conditions over an extended time

More information

Snap-shot multispectral imaging of vascular dynamics in a mouse window chamber model

Snap-shot multispectral imaging of vascular dynamics in a mouse window chamber model Snap-shot multspectral magng of vascular dynamcs n a mouse wndow chamber model Hansford C. Hendargo, 1,* Yuln Zhao, 1 Taylor Allenby, 2 and Gregory M. Palmer, 1 1 Department of Radaton Oncology, Duke Unversty

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

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Accepted author manuscript, peer reviewed version

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Accepted author manuscript, peer reviewed version 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

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

Robust Respiration Detection from Remote Photoplethysmography

Robust Respiration Detection from Remote Photoplethysmography Robust Respraton Detecton from Remote Photoplethysmography MARK VAN GASTEL, 1,* SANDER STUIJK, 1 AND GERARD DE HAAN 1,2 1 Department of Electrcal Engneerng, Endhoven Unversty of Technology, PO Box 513,

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

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

AN ADAPTIVE CAPACITY SPECTRUM METHOD FOR ESTIMATING SEISMIC RESPONSE OF STEEL MOMENT-RESISTING FRAMES

AN ADAPTIVE CAPACITY SPECTRUM METHOD FOR ESTIMATING SEISMIC RESPONSE OF STEEL MOMENT-RESISTING FRAMES Internatonal Journal of Earthquake Engneerng Num. Anno XXXIII Specale CTA 2015 Num. 1-2 AN ADAPTIVE CAPACITY SPECTRUM METHOD FOR ESTIMATING SEISMIC RESPONSE OF STEEL MOMENT-RESISTING FRAMES Massmlano Ferraol*,

More information

The Path to LUBRICATION EXCELLENCE

The Path to LUBRICATION EXCELLENCE The Path to LUBRICATION EXCELLENCE TABLE OF CONTENTS CHAPTER 3 Traditional Time-Based Lubrication CHAPTER 1 When Bearings Fail Prematurely CHAPTER 2 The Challenge For Maintenance Professionals CHAPTER

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

A Climbing Robot based on Under Pressure Adhesion for the Inspection of Concrete Walls

A Climbing Robot based on Under Pressure Adhesion for the Inspection of Concrete Walls A Clmbng Robot based on Under Pressure Adheson for the Inspecton of Concrete Walls K. Berns, C. Hllenbrand, Robotcs Research Lab, Department of Computer Scence, Techncal Unversty of Kaserslautern P.O.

More information

Open Access Research on the Dynamic Vibration Control of Underwater Robot

Open Access Research on the Dynamic Vibration Control of Underwater Robot Send Orders for Reprnts to reprnts@benthamscence.ae he Open Automaton and Control Systems Journal, 205, 7, 23-236 23 Open Access Research on the Dynamc Vbraton Control of Underwater Robot L-ya Wang and

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

Vibration of floors and footfall analysis

Vibration of floors and footfall analysis Webinar Autodesk Robot Structural Analysis Professional 20/04/2016 Vibration of floors and footfall analysis Artur Kosakowski Rafał Gawęda Webinar summary In this webinar we will focus on the theoretical

More information

DRAFT FOR PUBLIC CONSULTATION INTERCONNECTION AGREEMENT v.2.0 FOR IP KULATA/SIDIROKASTRO DEFINITIONS, BUSINESS RULES, EXCEPTIONAL EVENT

DRAFT FOR PUBLIC CONSULTATION INTERCONNECTION AGREEMENT v.2.0 FOR IP KULATA/SIDIROKASTRO DEFINITIONS, BUSINESS RULES, EXCEPTIONAL EVENT RAFT FOR PUBLIC CONSULTATION INTERCONNECTION AGREEMENT v.2.0 FOR IP KULATA/SIIROKASTRO EFINITIONS, BUSINESS RULES, EXCEPTIONAL EVENT ARTICLE 1: EFINITIONS All terms of the INTERCONNECTION AGREEMENT shall

More information

PARAMETER OPTIMIZATION OF SEA WATERWAY SYSTEM DREDGED TO THE

PARAMETER OPTIMIZATION OF SEA WATERWAY SYSTEM DREDGED TO THE ARCHIVES OF TRANSPORT ISSN (prnt): 0866-9546 Volume 40, Issue 4, 2016 e-issn (onlne): 2300-8830 DOI: 10.5604/08669546.1225461 PARAMETER OPTIMIZATION OF SEA WATERWAY SYSTEM DREDGED TO THE SPECIFIED DEPTH

More information

Seabed type clustering using single-beam echo sounder time series data

Seabed type clustering using single-beam echo sounder time series data SELECTED TOPICS n POWER SYSTEMS and REMOTE SENSING Seabed type clusterng usng sngle-beam echo sounder tme seres data PETER HUNG, SEÁN MCLOONE Department of Electronc Engneerng, StratAG Natonal Unversty

More information

Product Information. Gripper for small components MPG 80

Product Information. Gripper for small components MPG 80 Product Informaton MPG 80 MPG Precse. Compact. Relable. MPG grpper for small components 2-fnger parallel grpper wth smooth roller gudes of the base jaws Feld of applcaton Grppng and movng of small to medum-szed

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

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

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

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

FK240 FLAT SOLAR COLLECTORS ROOF-TOP INSTALLATION FOR WORCESTER SOLAR SYSTEMS

FK240 FLAT SOLAR COLLECTORS ROOF-TOP INSTALLATION FOR WORCESTER SOLAR SYSTEMS FK240 FLAT SOLAR COLLECTORS ROOF-TOP INSTALLATION FOR WORCESTER SOLAR SYSTEMS G INSTALLATION INSTRUCTIONS About ths manual Ths nstallaton manual contans mportant nformaton for the safe and approprate nstallaton

More information

Product Information. Gripper for small components MPG 50

Product Information. Gripper for small components MPG 50 Product Informaton MPG 50 MPG Precse. Compact. Relable. MPG grpper for small components 2-fnger parallel grpper wth smooth roller gudes of the base jaws Feld of applcaton Grppng and movng of small to medum-szed

More information

BioMedical Engineering OnLine

BioMedical Engineering OnLine BoMedcal Engneerng OnLne BoMed Central Research The role of venous valves n pressure sheldng Constantnos Zervdes*, Andrew J Narracott, Patrca V Lawford and Davd R Hose Open Access Address: Academc Unt

More information

Computer Aided Drafting, Design and Manufacturing Volume 26, Number 2, June 2016, Page 53. The design of exoskeleton lower limbs rehabilitation robot

Computer Aided Drafting, Design and Manufacturing Volume 26, Number 2, June 2016, Page 53. The design of exoskeleton lower limbs rehabilitation robot Computer Aided Drafting, Design and Manufacturing Volume 26, Number 2, June 2016, Page 53 CADDM The design of exoskeleton lower limbs rehabilitation robot Zhao Xiayun 1, Wang Zhengxing 2, Liu Zhengyu 1,3,

More information

Fall Prevention Midterm Report. Akram Alsamarae Lindsay Petku 03/09/2014 Dr. Mansoor Nasir

Fall Prevention Midterm Report. Akram Alsamarae Lindsay Petku 03/09/2014 Dr. Mansoor Nasir Fall Prevention Midterm Report Akram Alsamarae Lindsay Petku 03/09/2014 Dr. Mansoor Nasir Updates to timeline Last semester we created a timeline that included important milestones. We have narrowed down

More information

Operating manual. ProSpray Airless high-pressure spraying unit. Model: Original operating manual. ProSpray 3.39

Operating manual. ProSpray Airless high-pressure spraying unit. Model: Original operating manual. ProSpray 3.39 Operatng manual ProSpray.9 Arless hgh-pressure sprayng unt Model: 055808 Orgnal operatng manual ProSpray.9 Edton 5 / 04 0558 978L Warnng! Attenton: Danger of njury by njecton! Arless unts develop extremely

More information

How Geo-distributed Data Centers Do Demand Response: A Game-Theoretic Approach

How Geo-distributed Data Centers Do Demand Response: A Game-Theoretic Approach IEEE TRANSACTIONS ON SMART GRIDS 1 How Geo-dstrbuted Data Centers Do Demand Response: A Game-Theoretc Approach Nguyen H. Tran, Member, IEEE, Da H. Tran, Shaole Ren, Member, IEEE, Zhu Han, Fellow, IEEE,

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

IDL Lab #9: Create Spectral Response Curves and Extract the Red Edge Inflection Point from Spectral Data

IDL Lab #9: Create Spectral Response Curves and Extract the Red Edge Inflection Point from Spectral Data IDL Lab #9: Create Spectral Response Curves and Extract the Red Edge Inflection Point from Spectral Data The objectives of this laboratory exercise are to introduce the student to: - Learn basic commands

More information

Advanced Test Equipment Rentals ATEC (2832) OMS 600

Advanced Test Equipment Rentals ATEC (2832) OMS 600 Established 1981 Advanced Test Equipment Rentals www.atecorp.com 800-404-ATEC (2832) OMS 600 Continuous partial discharge monitoring system for power generators and electrical motors Condition monitoring

More information

Steelhead Broodstock Acclimation and Monitoring (BAM) Program in the Okanogan Basin, Annual Report 2012

Steelhead Broodstock Acclimation and Monitoring (BAM) Program in the Okanogan Basin, Annual Report 2012 2012 Annual Report Steelhead Broodstock Acclmaton and Montorng (BAM) Program n the Okanogan Basn, Annual Report covers performance under GPUD Contract No. 430-3559 1/1/2012 12/31/2013 Tbbts, W.T., R.E.

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

ICE PRESSURE MEASUREMENT UNDER FLOWING CONDITIONS ON HARBIN REACH OF SONGHUA RIVER

ICE PRESSURE MEASUREMENT UNDER FLOWING CONDITIONS ON HARBIN REACH OF SONGHUA RIVER Ice in the Environment: Proceedings of the 16th IAHR International Symposium on Ice Dunedin, New Zealand, 2nd 6th December 2002 International Association of Hydraulic Engineering and Research ICE PRESSURE

More information

IEEE TRANSACTIONS ON SMART GRID, VOL. 7, NO. 2, MARCH

IEEE TRANSACTIONS ON SMART GRID, VOL. 7, NO. 2, MARCH IEEE TRANSACTIONS ON SMART GRID, VOL. 7, NO. 2, MARCH 2016 937 How Geo-Dstrbuted Data Centers Do Demand Response: A Game-Theoretc Approach Nguyen H. Tran, Member, IEEE, Da H. Tran, Shaole Ren, Member,

More information

Unified optimal power flow model for AC/DC grids integrated with natural gas systems considering gas-supply uncertainties

Unified optimal power flow model for AC/DC grids integrated with natural gas systems considering gas-supply uncertainties J. Mod. Power Syst. Clean Energy https://do.org/10.1007/s40565-018-0404-6 Unfed optmal power flow model for AC/DC grds ntegrated wth natural gas systems consderng gas-supply uncertantes Jale FAN 1, Xaoyang

More information

Commissioning and safety manual

Commissioning and safety manual Commissioning and safety manual CNL35L DNL35L SIL2 LOREME 12, rue des Potiers d'etain Actipole BORNY - B.P. 35014-57071 METZ CEDEX 3 Phone 03.87.76.32.51 - Telefax 03.87.76.32.52 Contact: Commercial@Loreme.fr

More information

Bourdon tube pressure gauges for chemical applications with glycerine filling

Bourdon tube pressure gauges for chemical applications with glycerine filling Bourdon tube Bourdon tube pressure gauges for chemcal applcatons wth glycerne fllng EN 837- For chemcal and process engneerng applcatons Measurng system fully welded to housng Extremely robust desgn Can

More information

Bourdon tube pressure gauges for chemical applications (glycerine filling) EN 837-1

Bourdon tube pressure gauges for chemical applications (glycerine filling) EN 837-1 Bourdon tube Pressure gauges Bourdon tube pressure gauges for chemcal applcatons (glycerne fllng) EN 837-1 For chemcal and process engneerng applcatons Measurng system fully welded to housng Extremely

More information

Measuring range Δp (span = 100%) Pa

Measuring range Δp (span = 100%) Pa 4.4/ RLE 5: Volume-flow controller, continuous How energy efficiency is improved Enables demand-led volume flow control for the optimisation of energy consumption in ventilation systems. Areas of application

More information

A NEW METHOD FOR IMPROVING SCATTEROMETER WIND QUALITY CONTROL

A NEW METHOD FOR IMPROVING SCATTEROMETER WIND QUALITY CONTROL A NEW METHOD FOR IMPROVING SCATTEROMETER WIND QUALITY CONTROL M. Portabella (, A. Stoffelen (, A. Verhoef (, J. Verspeek ( ( Undad de Tecnología Marna CSIC, Pg. Marítm Barceloneta 37-9, 3 Barcelona, Span

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

Autonomous Gas Chromatograph System for Thermal Enhanced Vapor Extraction System (TEVES) Proof of Concept Demonstration

Autonomous Gas Chromatograph System for Thermal Enhanced Vapor Extraction System (TEVES) Proof of Concept Demonstration OCT O 1998 SANDA REPORT SAND96-232 UC-21 Unlmted Release Prnted September 1996 Wg'CEV&() OCT 2 3 1996 OST a Autonomous Gas Chromatograph System for Thermal Enhanced Vapor Extracton System (TEVES) Proof

More information

Case study. Rotating Equipment Engineer Qatargas Operating Company. Sr. Rotating Equipment Engineer

Case study. Rotating Equipment Engineer Qatargas Operating Company. Sr. Rotating Equipment Engineer Case study Fluctuation of Seal Gas Supply Differential Pressure of Dry Gas Seals Rotating Equipment Engineer Qatargas Operating Company Sr. Rotating Equipment Engineer Qatargas Operating Company Outline

More information

Polyethylene flow prediction with a differential multi-mode Pom-Pom model

Polyethylene flow prediction with a differential multi-mode Pom-Pom model Korea-Australa Rheology Journal Vol. 14, No. 1, March 2002 pp. 25-32 Polyethylene flow predcton wth a dfferental mult-mode Pom-Pom model R.P.G. Rutgers*, N. Clemeur, S. Muke 1 and B. Debbaut 2 Department

More information