Operational Use of the Model Crocus

Size: px
Start display at page:

Download "Operational Use of the Model Crocus"

Transcription

1 Operatinal Use f the Mdel Crcus by French Avalanche Frecast Services E.Brun Meterlgie Natinale Centre d'etudes de la Neige BP 44 Dmaine Universitaire 3842 St-Martin d 'eres France ntrductin Since 1971 the peratinal avalanche frecasting is perated by the french natinal meterlgical service in the Alpes and in the Pyrenees. n the Alps abut 1 snw weather statins prvide twice a day with infrmatins n weather and n snw surface state and nce a week with snw pit infrmatins t describe the internal state f the snw cver. These infrmatins are at the basis f snwcver stability analysis. Even ver a small muntain area snwcver is characterized by a great variability due t different altitudes slpes and rientatin and 1 snw pits in the french Alps are nt enugh t describe the whle natural diversity. Furthermre snwcver state may vary significantly during a week and smetimes the avalanche frecaster waits impatiently fr the next snw prfiles. That is t slve this lack f infrmatins that we have develped a numerical mdel f snw cver which simulates snw prfiles frm the bserved r frecasted weather cnditins. Rapid descriptin f the mdel The numerical mdel named Crcus cmputes the internal and external heat and mass exchanges in rder t simulate snw temperature density and liquid water cntent prfiles and als snw cver stratigraphy. t uses unidimentinallayers f variable thickness. eat cnductin is slved by a Cranck and Nichlsn scheme. Phase changes due t melting r freezing are directly cmputed thugh phase changes between the slid r liquid and the gazeus phases are taken int accunt thrugh an effective thermal cnductivty cefficient. Water transmissin is derived using free water cntent as a maximum value. Snw settlement f each numerical layer is derived accrding t its grains type and size. 31

2 At the snw atmsphere interface radiative heat exchanges sensible and latent heat fluxes and precipitatins are cmputed using a time centered scheme which avids large errrs in heat exchanges invlving snw surface temperature (i.e sensible and latent heat exchanges and als lngwave radiative utput). The riginal feature f this mdel is t simulate snw metamrphism f each layer and s building up the snw cver stratigraphy. t allws t let match the natural and numerical layers f the snwpack and als t simulate with accuracy snw cver albed accrding t snw surface grains size and shape. Metamrphism is derived using laws that were determined experimentally in cld lab. Experiments were cnducted n the all knwn metamrphism n varius snw types. Mdel validatin The mdel Crcus was tested n the measurements field f Le Cl de Prte lcated in the nrth french Alps (Massif de la Chartreuse 132m a.s.l) in a lightly windy glade. During the winter 88/89 the parameters necessary as input data fr the mdel were measured autmatically nce an hur: air temperature and humidity wind velcity snw and rain precipitatins incming lng wave and shrt wave radiatin. T cntrl the mdel results snw depth snw surface temperature and bttm water run-ff were measured autmatically and nce an hur t. Once a week a snw pit prvided with temperature liquid water cntent and density prfiles. Snw grains were taken ut frm each snw layer and put in sub-freezing is-ctane t stp fr a lng time all metatmrphism. They were later bserved under a micrcscpe t get a perfect descriptin f them. Crcus validatin was cnducted cmparing snw internal and surface bservatins with the results f the simulatin. N reinitializatin appeared t be necessary during the whle winter. A first prfile was deduced frm a pit at december the 17th. and the simulatin stpped at snw melting at may the 7th. Snw depth snw surface temperature and bttm water run-ff are cmpared n figure 1 t 3. After this test the mdel was cnsidered efficient enugh t be used by the french peratinal avalanche frecast services. The riginal feature f this mdel cmes frm its ability t simulate snwpack stratigraphy with accuracy. Operatinal use f the mdel Crcus n the Alps 5 weather statins perate avalanche frecast n the different muntainus massifs lcated in their regin. These weather statins get meterlgical mdels utputs 32

3 satellite Metesat and AVRR pictures precipitatin radars pictures and all ther stuff necessary fr weather frecast. Fr avalanche frecast they use a sftware n a PC t stre and display snw and weather infrmatins they cllect frm abut 2 snw-weather statins in each regin. These snw-weather statins are mainly hld by patrl services f ski resrts. The sftware n their PC enables t display snw prfiles the evlutin f snw surface and f weather since the last three weeks maps f bserved parameters etc.. The mdel Crcus was adapted t run n their PC and t use as input data the meterlgical data measured by the different snw-weather statins.a run sessin is rganized accrding t the fllwing scheme: - the frecaster chses a gegraphical lcatin and the simulatin perid (usually the last 24 hurs). e chses it frm a file that stres up t 15 predetermined lcatins defined by their altitude latitude slpe rientatin lngitude and smetimes their masks related t slar radiatin. - he chses an initial snw prfile that can be a new prfile deduced frm a snw pit r a prfile derived by a previus simulatin. - he chses t use recrded weather data if he wants t update the derived snw cver r he intrduces frecasted weather data if he wants t simulate snw cver evlutin within the next 24 hurs. - the mdel Crcus is autmatically activated - the frecaster may lk at the hurly simulated prfiles the simulated snw surface temperature and the simulated bttm water run-ff. e may stre n the cmputer sme f these prfiles t use them after as initial prfiles fr a next run which is usually the next day. At a given lcatin the interest f simulating the snw cver evlutin depends naturally n the situatin. The mdel Crcus is very useful t get infrmatins n the fllwing events that affect significantly snw cver stability: - liquid water appearing at snw surface - wetting f internal deep layers - depth f refreezing during the night - ccurence f temperature gradient metamrphism - fresh snw settlement 33

4 - crust frmatin. Future develpements After using the mdel Crcus during a first winter seasn the avalanche frecasters f the different weather statins judged the mdel very useful but they have regretted t have n time enugh t let run the mdel mre than ver ne r tw lcatins a day especially under wrrying avalanche situatins when they had much wrk. T prgress in the way t use the mdel we have begun an imprtant applicatin t prvide autmatically the mdel with input meterlgical data. t will use meterlgical mdels utputs autmatic and human snw weather bservatins satellite and radar pictures. A meterlgical mdel f limited area has been develped t determine the wind and the air temperature at an hrizntal step f 1 km n a real relief f the french Alps. Optimal analysis methds will prvide with cludiness and precipitatins. Once meterlgical parameters are determined by this applicatin Crcus will run n a central cmputer t simulate the snw cver evlutin n a great number f gegraphical lcatins. The frecasters f the different weather statins will get directly Crcus utputs (snw prfiles) withut t spend any time t let it run. Such a develpment will enable the expert system MEPRA (presented during SSW88) t extract simulatin results fr an autmatic analysis f snwpack stability. 34

5 Snw Depth Cmparisn W U1... E () '-../...c -+-'... C (f) f'j' : snw pit : simulatin... depth sensr :: ;\'.' :=:d t:.. \\l'\ i j:i ':i ;: h ::. :': \t\.! : \ - \ 1 '1\'f\ i 17/12 31/12 14/1 28/1 11/2 25/2 11/3 25/3 8/4 22/4 Figure 1 Date

6 u -.-/ -+-J cd.. S w m -+-J U cd 4--i rj) 'U rj) cd Figure Snw surface temperature cmparsn.. '..... ' '.....'....c-: ' \ 'Y _ :..:w.....' :!n'.'.'..:..-!f'.'1.. : '.' 1;;... - l!. 4:.i..... '. t... :...s:: =-... : f ''..' :...!f'''..... ( f :..' : '. '.'...;.- i >'.. 'f... ' _..'.'..'...;.s :'...:..':(. ;...'. \\..... y.; ;..:.. :. '..W'..'' '....1! e..'_'.'....- _... M...'....' :.'...: \: '..t: \.&' '... ::...i:co :.' 1..;.....i.. t;t='..... j..i.. '......sa' Simulated snw surface temperature (Oc)

7 Bttm Water Run-ff Cmparisn 7 6 E 5 E m2 lysimeter ---- simulatin \ dl 1 / / : w c... ::l 2 > ' \ ' A' ' v. ' \ \ \ ; \\..\.-\J U \ - \ 1'1. f \\ '. 17/12 31/12 14/1 28/1 11/2 25/2 11/3 25/3 8/4 22/4 6/5 Figure 3 Date

Chapter 1 Notes Using Geography Skills

Chapter 1 Notes Using Geography Skills Chapter 1 Ntes Using Gegraphy Skills Sectin 1: Thinking Like a Gegrapher Gegraphy is used t interpret the past, understand the present, and plan fr the future. Gegraphy is the study f the Earth. It is

More information

NEW Pecan Scab Model Description

NEW Pecan Scab Model Description Edited: June 28, 2005 NEW Pecan Scab Mdel Descriptin Mdel active frm March 1 t August 31 The Oklahma Mesnet, in cperatin with scientists and prfessinals frm Oklahma State University and the University

More information

SNOW AND AVALANCHES FORECASTING OVER THE ANDES MOUNTAlNS. Jose A. Vergara* Departamento de Geoflsica, Universidad de Chile

SNOW AND AVALANCHES FORECASTING OVER THE ANDES MOUNTAlNS. Jose A. Vergara* Departamento de Geoflsica, Universidad de Chile SNOW AND AVALANCHES FORECASTNG OVER THE ANDES MOUNTAlNS Jse A. Vergara* Departament de Geflsica, Universidad de Chile Rene len, Camins y Nieve, ANDNA-CODElCO, CHLE ABSTRACT: During the last three years

More information

PRESENTATION OF MONITORING AND HIGH RESOLUTION HAIL FALL CHARACTERISATION SERVICE IN EUROPE "HAIL WARNING"

PRESENTATION OF MONITORING AND HIGH RESOLUTION HAIL FALL CHARACTERISATION SERVICE IN EUROPE HAIL WARNING PRESENTATION OF MONITORING AND HIGH RESOLUTION HAIL FALL CHARACTERISATION SERVICE IN EUROPE "HAIL WARNING" HAIL WARNING EUROPE SERVICE: methdlgy Stage 1 Identificatin f the areas affected by strm cells

More information

Chapter 11: Atmosphere

Chapter 11: Atmosphere Chapter 11: Atmsphere Sectin 1: Atmspheric Basics Objectives 1. Describe the cmpsitin f the atmsphere. 2. Cmpare and cntrast the varius layers f the atmsphere. 3. Identify three methds f transferring energy

More information

INTERNATIONAL BIRD STRIKE COMMITTEE IBSC27/WP X-3 Athens, May 2005 BIRD AVOIDANCE MODELS VS. REALTIME BIRDSTRIKE WARNING SYSTEMS A COMPARISON

INTERNATIONAL BIRD STRIKE COMMITTEE IBSC27/WP X-3 Athens, May 2005 BIRD AVOIDANCE MODELS VS. REALTIME BIRDSTRIKE WARNING SYSTEMS A COMPARISON INTERNATIONAL BIRD STRIKE COMMITTEE IBSC27/WP X-3 Athens, 23-27 May 2005 BIRD AVOIDANCE MODELS VS. REALTIME BIRDSTRIKE WARNING SYSTEMS A COMPARISON Wilhelm Ruhe, Dipl.Met., M.Sc. Bundeswehr Ge Infrmatin

More information

Application of a Coupled EnKF and 4DVar Data Assimilation Method in the Study of Tropical Cyclone Genesis

Application of a Coupled EnKF and 4DVar Data Assimilation Method in the Study of Tropical Cyclone Genesis ! Applicatin f a Cupled EnKF and 4DVar Data Assimilatin Methd in the Study f Trpical Cyclne Genesis Ashfrd Reyes, Gregry Jenkins, Jnathan PterJy and Fuqing Zhang Hward University Prgram fr Atmspheric Sciences,

More information

CESAR Science Case The differential rotation of the Sun and its Chromosphere. Introduction. Material that is necessary during the laboratory

CESAR Science Case The differential rotation of the Sun and its Chromosphere. Introduction. Material that is necessary during the laboratory Teacher s guide CESAR Science Case The differential rtatin f the Sun and its Chrmsphere Material that is necessary during the labratry CESAR Astrnmical wrd list CESAR Bklet CESAR Frmula sheet CESAR Student

More information

https://goo.gl/eaqvfo SUMMER REV: Half-Life DUE DATE: JULY 2 nd

https://goo.gl/eaqvfo SUMMER REV: Half-Life DUE DATE: JULY 2 nd NAME: DUE DATE: JULY 2 nd AP Chemistry SUMMER REV: Half-Life Why? Every radiistpe has a characteristic rate f decay measured by its half-life. Half-lives can be as shrt as a fractin f a secnd r as lng

More information

Differentiation Applications 1: Related Rates

Differentiation Applications 1: Related Rates Differentiatin Applicatins 1: Related Rates 151 Differentiatin Applicatins 1: Related Rates Mdel 1: Sliding Ladder 10 ladder y 10 ladder 10 ladder A 10 ft ladder is leaning against a wall when the bttm

More information

Open Meteorological Data with OGC and INSPIRE

Open Meteorological Data with OGC and INSPIRE Open Meterlgical Data with OGC and INSPIRE INSPIRE 2014 Aalbrg Finnish Meterlgical Institute Rpe Terv, Mikk Visa, Mikk Rauhala, Tarja Riihisaari FMI Open Data Finnish Meterlgical Institute pened its data

More information

APPLICATION OF THE BRATSETH SCHEME FOR HIGH LATITUDE INTERMITTENT DATA ASSIMILATION USING THE PSU/NCAR MM5 MESOSCALE MODEL

APPLICATION OF THE BRATSETH SCHEME FOR HIGH LATITUDE INTERMITTENT DATA ASSIMILATION USING THE PSU/NCAR MM5 MESOSCALE MODEL JP2.11 APPLICATION OF THE BRATSETH SCHEME FOR HIGH LATITUDE INTERMITTENT DATA ASSIMILATION USING THE PSU/NCAR MM5 MESOSCALE MODEL Xingang Fan * and Jeffrey S. Tilley University f Alaska Fairbanks, Fairbanks,

More information

OBSERVATIONS OF SUN CRUST FORMATION

OBSERVATIONS OF SUN CRUST FORMATION OBSERVATIONS OF SUN CRUST FORMATION Tshihir Ozeki*, Eizi Akitaya* and Keisuke Suzuki** ABSTRACT The mechanism f sun crust fnnatin was investigated thrugh field bservatins. During the bservatins, sun crust

More information

5.4 Measurement Sampling Rates for Daily Maximum and Minimum Temperatures

5.4 Measurement Sampling Rates for Daily Maximum and Minimum Temperatures 5.4 Measurement Sampling Rates fr Daily Maximum and Minimum Temperatures 1 1 2 X. Lin, K. G. Hubbard, and C. B. Baker University f Nebraska, Lincln, Nebraska 2 Natinal Climatic Data Center 1 1. INTRODUCTION

More information

NWC SAF ENTERING A NEW PHASE

NWC SAF ENTERING A NEW PHASE NWC SAF ENTERING A NEW PHASE Pilar Fernández Agencia Estatal de Meterlgía (AEMET) Lenard Priet Castr, 8; 28040 Madrid, Spain Phne: +34 915 819 654, Fax: +34 915 819 767 E-mail: mafernandeza@aemet.es Abstract

More information

Lesson Plan. Recode: They will do a graphic organizer to sequence the steps of scientific method.

Lesson Plan. Recode: They will do a graphic organizer to sequence the steps of scientific method. Lessn Plan Reach: Ask the students if they ever ppped a bag f micrwave ppcrn and nticed hw many kernels were unppped at the bttm f the bag which made yu wnder if ther brands pp better than the ne yu are

More information

DEFENSE OCCUPATIONAL AND ENVIRONMENTAL HEALTH READINESS SYSTEM (DOEHRS) ENVIRONMENTAL HEALTH SAMPLING ELECTRONIC DATA DELIVERABLE (EDD) GUIDE

DEFENSE OCCUPATIONAL AND ENVIRONMENTAL HEALTH READINESS SYSTEM (DOEHRS) ENVIRONMENTAL HEALTH SAMPLING ELECTRONIC DATA DELIVERABLE (EDD) GUIDE DEFENSE OCCUPATIOL AND ENVIRONMENTAL HEALTH READINESS SYSTEM (DOEHRS) ENVIRONMENTAL HEALTH SAMPLING ELECTRONIC DATA DELIVERABLE (EDD) GUIDE 20 JUNE 2017 V1.0 i TABLE OF CONTENTS 1 INTRODUCTION... 1 2 CONCEPT

More information

NAME TEMPERATURE AND HUMIDITY. I. Introduction

NAME TEMPERATURE AND HUMIDITY. I. Introduction NAME TEMPERATURE AND HUMIDITY I. Intrductin Temperature is the single mst imprtant factr in determining atmspheric cnditins because it greatly influences: 1. The amunt f water vapr in the air 2. The pssibility

More information

Results of an intercomparison of models of snowmelt runoff

Results of an intercomparison of models of snowmelt runoff Mdelling Snwmelt-Induced Prcesses (Prceedings f the Budapest Sympsium, July 1986). IAHS Publ. n. 155,1986. Results f an intercmparisn f mdels f snwmelt runff WRLD METERLGICAL RGANIZATIN CP N.5, 1211 Geneva

More information

J.L. Michaux 1, F. Naaim-Bouvet\ M. Naaim\ G. Guyomarc'h 2

J.L. Michaux 1, F. Naaim-Bouvet\ M. Naaim\ G. Guyomarc'h 2 THE ACOUTIC NOWDRIFT ENOR: INTERET, CALIBRATION AND REULT J.L. Michaux 1, F. Naaim-Buvet\ M. Naaim\ G. Guymarc'h 2 1 : Cemagref, nw avalanche engineering and trrent cntrl research unit, Grenble, France

More information

The standards are taught in the following sequence.

The standards are taught in the following sequence. B L U E V A L L E Y D I S T R I C T C U R R I C U L U M MATHEMATICS Third Grade In grade 3, instructinal time shuld fcus n fur critical areas: (1) develping understanding f multiplicatin and divisin and

More information

Accelerated Chemistry POGIL: Half-life

Accelerated Chemistry POGIL: Half-life Name: Date: Perid: Accelerated Chemistry POGIL: Half-life Why? Every radiistpe has a characteristic rate f decay measured by its half-life. Half-lives can be as shrt as a fractin f a secnd r as lng as

More information

BASD HIGH SCHOOL FORMAL LAB REPORT

BASD HIGH SCHOOL FORMAL LAB REPORT BASD HIGH SCHOOL FORMAL LAB REPORT *WARNING: After an explanatin f what t include in each sectin, there is an example f hw the sectin might lk using a sample experiment Keep in mind, the sample lab used

More information

The development and evaluation. Freeze and Frost Protection with Aqueous Foam Field Experiments

The development and evaluation. Freeze and Frost Protection with Aqueous Foam Field Experiments Freeze and Frst Prtectin with Aqueus Fam Field Experiments Christpher Y. Chi 1 and Gene Giacmelli 2 ADDITIONAL INDEX WORDS. freeze and frst damage, plant cld prtectin, radiatin shield, bidegradable aqueus

More information

Kepler's Laws of Planetary Motion

Kepler's Laws of Planetary Motion Writing Assignment Essay n Kepler s Laws. Yu have been prvided tw shrt articles n Kepler s Three Laws f Planetary Mtin. Yu are t first read the articles t better understand what these laws are, what they

More information

Lab #3: Pendulum Period and Proportionalities

Lab #3: Pendulum Period and Proportionalities Physics 144 Chwdary Hw Things Wrk Spring 2006 Name: Partners Name(s): Intrductin Lab #3: Pendulum Perid and Prprtinalities Smetimes, it is useful t knw the dependence f ne quantity n anther, like hw the

More information

Lab 1 The Scientific Method

Lab 1 The Scientific Method INTRODUCTION The fllwing labratry exercise is designed t give yu, the student, an pprtunity t explre unknwn systems, r universes, and hypthesize pssible rules which may gvern the behavir within them. Scientific

More information

UC A-G Earth Science. Gorman Learning Center (052344) Basic Course Information

UC A-G Earth Science. Gorman Learning Center (052344) Basic Course Information UC A-G Earth Science Grman Learning Center (052344) Basic Curse Infrmatin Title: UC A-G Earth Science Transcript abbreviatins: A-G Earth Sci / A-G Earth Sci Length f curse: Full Year Subject area: Labratry

More information

Physics 2010 Motion with Constant Acceleration Experiment 1

Physics 2010 Motion with Constant Acceleration Experiment 1 . Physics 00 Mtin with Cnstant Acceleratin Experiment In this lab, we will study the mtin f a glider as it accelerates dwnhill n a tilted air track. The glider is supprted ver the air track by a cushin

More information

Weathering. Title: Chemical and Mechanical Weathering. Grade Level: Subject/Content: Earth and Space Science

Weathering. Title: Chemical and Mechanical Weathering. Grade Level: Subject/Content: Earth and Space Science Weathering Title: Chemical and Mechanical Weathering Grade Level: 9-12 Subject/Cntent: Earth and Space Science Summary f Lessn: Students will test hw chemical and mechanical weathering can affect a rck

More information

THE PARTITION OF ENERGY INTO WAVES AND CURRENTS

THE PARTITION OF ENERGY INTO WAVES AND CURRENTS THE PARTITION OF ENERGY INTO WAVES AND CURRENTS W. Perrie, C. Tang, Y. Hu and B.M. DeTracy Fisheries & Oceans Canada, Bedfrd Institute f Oceangraphy, Dartmuth, Nva Sctia, Canada 1. INTRODUCTION Ocean mdels

More information

o Land and water both are heated by solar radiation, but land

o Land and water both are heated by solar radiation, but land Benchmark: SC.D.l.4.1 The student knws hw climatic patterns n Earth result frm an interplay f many factrs (Earth's tpgraphy, its rtatin'tn its axis, slar radiatin, the transfer f heat energy where the

More information

CEE3430 Engineering Hydrology HEC HMS Bare Essentials Tutorial and Example

CEE3430 Engineering Hydrology HEC HMS Bare Essentials Tutorial and Example CEE3430 Engineering Hydrlgy HEC HMS Bare Essentials Tutrial and Example Margaret Matter and David Tarbtn February 2010 This tutrial prvides sme bare essentials step by step guidance n starting t use HEC

More information

5 th grade Common Core Standards

5 th grade Common Core Standards 5 th grade Cmmn Cre Standards In Grade 5, instructinal time shuld fcus n three critical areas: (1) develping fluency with additin and subtractin f fractins, and develping understanding f the multiplicatin

More information

NGSS High School Physics Domain Model

NGSS High School Physics Domain Model NGSS High Schl Physics Dmain Mdel Mtin and Stability: Frces and Interactins HS-PS2-1: Students will be able t analyze data t supprt the claim that Newtn s secnd law f mtin describes the mathematical relatinship

More information

o o IMPORTANT REMINDERS Reports will be graded largely on their ability to clearly communicate results and important conclusions.

o o IMPORTANT REMINDERS Reports will be graded largely on their ability to clearly communicate results and important conclusions. BASD High Schl Frmal Lab Reprt GENERAL INFORMATION 12 pt Times New Rman fnt Duble-spaced, if required by yur teacher 1 inch margins n all sides (tp, bttm, left, and right) Always write in third persn (avid

More information

Least Squares Optimal Filtering with Multirate Observations

Least Squares Optimal Filtering with Multirate Observations Prc. 36th Asilmar Cnf. n Signals, Systems, and Cmputers, Pacific Grve, CA, Nvember 2002 Least Squares Optimal Filtering with Multirate Observatins Charles W. herrien and Anthny H. Hawes Department f Electrical

More information

TP1 - Introduction to ArcGIS

TP1 - Introduction to ArcGIS TP1 - Intrductin t ArcGIS During this practical, we will use ArcGIS (ArcMap and ArcCatalg) t create maps f predictrs that culd explain the bserved bird richness in Switzerland. ArcMap is principally used

More information

Cosmic-ray soil water monitoring: the development, status & potential of the COSMOS- India network

Cosmic-ray soil water monitoring: the development, status & potential of the COSMOS- India network Csmic-ray sil water mnitring: the develpment, status & ptential f the COSMOS- India netwrk Rss Mrrisn, J. G. Evans, S. S. Angadi, L. Ball, T. Chakrabrty, H. Cper, M. Fry, G. Geet, M. Gswami, N. Ganeshi,

More information

Heat Management Methodology for Successful UV Processing on Heat Sensitive Substrates

Heat Management Methodology for Successful UV Processing on Heat Sensitive Substrates Heat Management Methdlgy fr Successful UV Prcessing n Heat Sensitive Substrates Juliet Midlik Prime UV Systems Abstract: Nw in 2005, UV systems pssess heat management cntrls that fine tune the exthermic

More information

-- Explore It! ,,.1' Lesson a. Materials - '.

-- Explore It! ,,.1' Lesson a. Materials - '. Lessn a. -- Explre It! Des a clud frm? D 1. Fill ne bwl abut t fu ll with warm water. Put nthing in the ther bwl. Clse bth lids. Put the sa me number f ice cubes n each lid. 2. Observe after 1 minute,

More information

Part 3 Introduction to statistical classification techniques

Part 3 Introduction to statistical classification techniques Part 3 Intrductin t statistical classificatin techniques Machine Learning, Part 3, March 07 Fabi Rli Preamble ØIn Part we have seen that if we knw: Psterir prbabilities P(ω i / ) Or the equivalent terms

More information

PSU GISPOPSCI June 2011 Ordinary Least Squares & Spatial Linear Regression in GeoDa

PSU GISPOPSCI June 2011 Ordinary Least Squares & Spatial Linear Regression in GeoDa There are tw parts t this lab. The first is intended t demnstrate hw t request and interpret the spatial diagnstics f a standard OLS regressin mdel using GeDa. The diagnstics prvide infrmatin abut the

More information

Modeling of storm surge in the coastal waters of Yangtze Estuary and Hangzhou Bay, China

Modeling of storm surge in the coastal waters of Yangtze Estuary and Hangzhou Bay, China Jurnal f Castal Research SI 5 pg - pg ICS7 (Prceedings) Australia ISSN Mdeling f strm surge in the castal waters f Yangtze Estuary and Hangzhu Bay, China K. Hu, P. Ding and J. Ge State Key Labratry f Estuarine

More information

Synchronous Motor V-Curves

Synchronous Motor V-Curves Synchrnus Mtr V-Curves 1 Synchrnus Mtr V-Curves Intrductin Synchrnus mtrs are used in applicatins such as textile mills where cnstant speed peratin is critical. Mst small synchrnus mtrs cntain squirrel

More information

RN53 Radon Detector. RN53-STK Starter Kit

RN53 Radon Detector. RN53-STK Starter Kit The RN53-STK Starter Kit has everything yu need t kick-start yur prject and is a great tl fr develpers: Prf f cncept prttypes as well as final cmmercial slutins. fr educatinal use: Natural science curses

More information

, which yields. where z1. and z2

, which yields. where z1. and z2 The Gaussian r Nrmal PDF, Page 1 The Gaussian r Nrmal Prbability Density Functin Authr: Jhn M Cimbala, Penn State University Latest revisin: 11 September 13 The Gaussian r Nrmal Prbability Density Functin

More information

Emphases in Common Core Standards for Mathematical Content Kindergarten High School

Emphases in Common Core Standards for Mathematical Content Kindergarten High School Emphases in Cmmn Cre Standards fr Mathematical Cntent Kindergarten High Schl Cntent Emphases by Cluster March 12, 2012 Describes cntent emphases in the standards at the cluster level fr each grade. These

More information

CHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India

CHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India CHAPTER 3 INEQUALITIES Cpyright -The Institute f Chartered Accuntants f India INEQUALITIES LEARNING OBJECTIVES One f the widely used decisin making prblems, nwadays, is t decide n the ptimal mix f scarce

More information

2. Precipitation Chemistry Data

2. Precipitation Chemistry Data STIMATING TH ATMSPHRIC INT A WATRSH INPUT F PLLUTANTS PRRY J. SAMSN epartment f Atmspheric and ceanic Science, University f Michigan, Ann Arbr, All 4819-2143, U.S.A. (Received June 2, 1986; revised March

More information

RN52-STK2 Starter Kit

RN52-STK2 Starter Kit The RN52-STK2 Starter Kit has everything yu need t kick-start yur prject and is a great tl fr develpers: Prf f cncept prttypes as well as final cmmercial slutins. fr educatinal use: Natural sciences curses

More information

UBIMET. Climate Change Adaptation Strategies

UBIMET. Climate Change Adaptation Strategies UBIMET Climate Change Adaptatin Strategies UBIMET INSTITUTE FOR UBIQUITOUS METEOROLOGY Internatinal Meterlgical Institute Funded in 2004 by a meterlgist and a chemist Glbal scpe / headquarters in Vienna,

More information

WRITING THE REPORT. Organizing the report. Title Page. Table of Contents

WRITING THE REPORT. Organizing the report. Title Page. Table of Contents WRITING THE REPORT Organizing the reprt Mst reprts shuld be rganized in the fllwing manner. Smetime there is a valid reasn t include extra chapters in within the bdy f the reprt. 1. Title page 2. Executive

More information

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance Verificatin f Quality Parameters f a Slar Panel and Mdificatin in Frmulae f its Series Resistance Sanika Gawhane Pune-411037-India Onkar Hule Pune-411037- India Chinmy Kulkarni Pune-411037-India Ojas Pandav

More information

Unit 1 Study Guide Name Date Scientific Method Notes

Unit 1 Study Guide Name Date Scientific Method Notes Unit 1 Study Guide Name Date Scientific Methd Ntes 1) What is the difference between an bservatin and an inference? 2) What are the tw types f bservatins? Give examples f each type. 3) Define the fllwing:

More information

Misc. ArcMap Stuff Andrew Phay

Misc. ArcMap Stuff Andrew Phay Misc. ArcMap Stuff Andrew Phay aphay@whatcmcd.rg Prjectins Used t shw a spherical surface n a flat surface Distrtin Shape Distance True Directin Area Different Classes Thse that minimize distrtin in shape

More information

Essential Questions. Unit One: The Atmosphere Layers of the atmosphere Standards

Essential Questions. Unit One: The Atmosphere Layers of the atmosphere Standards Essential Questins Unit One: The Atmsphere Layers f the atmsphere Standards Curse Title: Meterlgy Curse Descriptin: Weather and Climate is the scientific study f atmspheric prcesses and patterns, and their

More information

3. Design of Channels General Definition of some terms CHAPTER THREE

3. Design of Channels General Definition of some terms CHAPTER THREE CHAPTER THREE. Design f Channels.. General The success f the irrigatin system depends n the design f the netwrk f canals. The canals may be excavated thrugh the difference types f sils such as alluvial

More information

AP Statistics Notes Unit Two: The Normal Distributions

AP Statistics Notes Unit Two: The Normal Distributions AP Statistics Ntes Unit Tw: The Nrmal Distributins Syllabus Objectives: 1.5 The student will summarize distributins f data measuring the psitin using quartiles, percentiles, and standardized scres (z-scres).

More information

Admin. MDP Search Trees. Optimal Quantities. Reinforcement Learning

Admin. MDP Search Trees. Optimal Quantities. Reinforcement Learning Admin Reinfrcement Learning Cntent adapted frm Berkeley CS188 MDP Search Trees Each MDP state prjects an expectimax-like search tree Optimal Quantities The value (utility) f a state s: V*(s) = expected

More information

APPLICATION GUIDE (v4.1)

APPLICATION GUIDE (v4.1) 2.2.3 VitalSensrs VS-300 Sensr Management Statin Remte/Relay Guide Implementing Remte-IN/Relay-OUT Digital I/O Fieldbus Objective: Equipment: Becme familiar with the instrument wiring requirements fr the

More information

How do scientists measure trees? What is DBH?

How do scientists measure trees? What is DBH? Hw d scientists measure trees? What is DBH? Purpse Students develp an understanding f tree size and hw scientists measure trees. Students bserve and measure tree ckies and explre the relatinship between

More information

Computational modeling techniques

Computational modeling techniques Cmputatinal mdeling techniques Lecture 4: Mdel checing fr ODE mdels In Petre Department f IT, Åb Aademi http://www.users.ab.fi/ipetre/cmpmd/ Cntent Stichimetric matrix Calculating the mass cnservatin relatins

More information

GENESIS Structural Optimization for ANSYS Mechanical

GENESIS Structural Optimization for ANSYS Mechanical P3 STRUCTURAL OPTIMIZATION (Vl. II) GENESIS Structural Optimizatin fr ANSYS Mechanical An Integrated Extensin that adds Structural Optimizatin t ANSYS Envirnment New Features and Enhancements Release 2017.03

More information

PHYSICS Unit 3 Trial Examination

PHYSICS Unit 3 Trial Examination STAV Publishing Pty Ltd 005 PHYSICS Unit 3 Trial Examinatin SOLUTIONS BOOK Published by STAV Publishing Pty Ltd. STAV Huse, 5 Munr Street, Cburg VIC 3058 Australia. Phne: 6 + 3 9385 3999 Fax: 6 + 3 9386

More information

Large scale facilities

Large scale facilities The Labratry f Atmspheric Pllutin and f Pllutin Cntrl Engineering f Atmspheric Pllutants, is part f the Department f Envirnmental Engineering, f Demcritus University f Thrace in Greece. The labratry clsely

More information

Weather satellite Cumulus clouds Stratus clouds Cirrus clouds Cumulus Stratus Cirrus Nimbo-/-nimbus Cirro- nimbo- -nimbus Alto- cirro- alto-

Weather satellite Cumulus clouds Stratus clouds Cirrus clouds Cumulus Stratus Cirrus Nimbo-/-nimbus Cirro- nimbo- -nimbus Alto- cirro- alto- Study Guide: Weather Patterns Lessn 1: Watching the Cluds G By Cntent Objectives: Cluds frm when large areas f warm, mist air rise int the air t the pint where water vapr cndenses int water drplets. There

More information

Introduction to Smith Charts

Introduction to Smith Charts Intrductin t Smith Charts Dr. Russell P. Jedlicka Klipsch Schl f Electrical and Cmputer Engineering New Mexic State University as Cruces, NM 88003 September 2002 EE521 ecture 3 08/22/02 Smith Chart Summary

More information

YEAR 6 (PART A) Textbook 6A schema

YEAR 6 (PART A) Textbook 6A schema YEAR 6 (PART A) Textbk 6A schema Chapter 1 Numbers t 10 Millin Lessn 1 Reading and Writing Numbers t 10 Millin T create and identify numbers t 10 000 000; t write in numerals and wrds numbers t 10 000

More information

THE LIFE OF AN OBJECT IT SYSTEMS

THE LIFE OF AN OBJECT IT SYSTEMS THE LIFE OF AN OBJECT IT SYSTEMS Persns, bjects, r cncepts frm the real wrld, which we mdel as bjects in the IT system, have "lives". Actually, they have tw lives; the riginal in the real wrld has a life,

More information

CHAPTER 24: INFERENCE IN REGRESSION. Chapter 24: Make inferences about the population from which the sample data came.

CHAPTER 24: INFERENCE IN REGRESSION. Chapter 24: Make inferences about the population from which the sample data came. MATH 1342 Ch. 24 April 25 and 27, 2013 Page 1 f 5 CHAPTER 24: INFERENCE IN REGRESSION Chapters 4 and 5: Relatinships between tw quantitative variables. Be able t Make a graph (scatterplt) Summarize the

More information

CAUSAL INFERENCE. Technical Track Session I. Phillippe Leite. The World Bank

CAUSAL INFERENCE. Technical Track Session I. Phillippe Leite. The World Bank CAUSAL INFERENCE Technical Track Sessin I Phillippe Leite The Wrld Bank These slides were develped by Christel Vermeersch and mdified by Phillippe Leite fr the purpse f this wrkshp Plicy questins are causal

More information

Meteorological Satellites (MetSat)

Meteorological Satellites (MetSat) Meterlgical Satellites (MetSat) Meterlgical Satellites, cnstellatins, applicatins, develpment Speaker: Markus Dreis (EUMETSAT) 1 ITU/SPBPU SEMINAR FOR CIS AND EUROPE, 6-8 June 2018, St. Petersburg Definitin

More information

Assessment Primer: Writing Instructional Objectives

Assessment Primer: Writing Instructional Objectives Assessment Primer: Writing Instructinal Objectives (Based n Preparing Instructinal Objectives by Mager 1962 and Preparing Instructinal Objectives: A critical tl in the develpment f effective instructin

More information

Statistics, Numerical Models and Ensembles

Statistics, Numerical Models and Ensembles Statistics, Numerical Mdels and Ensembles Duglas Nychka, Reinhard Furrer,, Dan Cley Claudia Tebaldi, Linda Mearns, Jerry Meehl and Richard Smith (UNC). Spatial predictin and data assimilatin Precipitatin

More information

MODULE FOUR. This module addresses functions. SC Academic Elementary Algebra Standards:

MODULE FOUR. This module addresses functions. SC Academic Elementary Algebra Standards: MODULE FOUR This mdule addresses functins SC Academic Standards: EA-3.1 Classify a relatinship as being either a functin r nt a functin when given data as a table, set f rdered pairs, r graph. EA-3.2 Use

More information

Bee Safety of Neonicotinoids - Evidence from Studies Conducted Under Realistic Field Conditions

Bee Safety of Neonicotinoids - Evidence from Studies Conducted Under Realistic Field Conditions Bee Safety f Nenictinids - Evidence frm Studies Cnducted Under Realistic Field Cnditins Dr. Christian Maus Glbal Pllinatr Safety Manager Bayer AG Intrductin Nenictinid insecticides are used as seed treatment

More information

Chemical composition of snow cover on the western Swiss Alps

Chemical composition of snow cover on the western Swiss Alps Hydrlgy in Muntainus Regins. I - Hydrlgical Measurements; the Water Cycle (Prceedings f tw Lausanne Sympsia, August 99). IAHS Publ. n. 93, 99. Chemical cmpsitin f snw cver n the western Swiss Alps Aurèle

More information

Project CONVERGE 1/13/15. How to Read CONVERGE CODAR Imagery Data Primer

Project CONVERGE 1/13/15. How to Read CONVERGE CODAR Imagery Data Primer Hw t Read CONVERGE CODAR Imagery Data Primer Overall Ntes abut the data: Everything is in Greenwich Mean Time (GMT), which is 5 hurs ahead f the east cst. All time is presented in military time, which

More information

Chapter 6 Fingerprints

Chapter 6 Fingerprints Chapter 6 Fingerprints Vcabulary: Arch: a fingerprint pattern in which the ridge pattern riginates frm ne side f the print and leaves frm the ther side Cre: Delta: a triangular ridge pattern with ridges

More information

Math Foundations 10 Work Plan

Math Foundations 10 Work Plan Math Fundatins 10 Wrk Plan Units / Tpics 10.1 Demnstrate understanding f factrs f whle numbers by: Prime factrs Greatest Cmmn Factrs (GCF) Least Cmmn Multiple (LCM) Principal square rt Cube rt Time Frame

More information

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System Flipping Physics Lecture Ntes: Simple Harmnic Mtin Intrductin via a Hrizntal Mass-Spring System A Hrizntal Mass-Spring System is where a mass is attached t a spring, riented hrizntally, and then placed

More information

Analysis on the Stability of Reservoir Soil Slope Based on Fuzzy Artificial Neural Network

Analysis on the Stability of Reservoir Soil Slope Based on Fuzzy Artificial Neural Network Research Jurnal f Applied Sciences, Engineering and Technlgy 5(2): 465-469, 2013 ISSN: 2040-7459; E-ISSN: 2040-7467 Maxwell Scientific Organizatin, 2013 Submitted: May 08, 2012 Accepted: May 29, 2012 Published:

More information

Process Engineering Thermodynamics E (4 sp) Exam

Process Engineering Thermodynamics E (4 sp) Exam Prcess Engineering Thermdynamics 42434 E (4 sp) Exam 9-3-29 ll supprt material is allwed except fr telecmmunicatin devices. 4 questins give max. 3 pints = 7½ + 7½ + 7½ + 7½ pints Belw 6 questins are given,

More information

Department: MATHEMATICS

Department: MATHEMATICS Cde: MATH 022 Title: ALGEBRA SKILLS Institute: STEM Department: MATHEMATICS Curse Descriptin: This curse prvides students wh have cmpleted MATH 021 with the necessary skills and cncepts t cntinue the study

More information

Better definition of the objective, novelty and relevance of this study improving the structure, content and length of the publication accordingly:

Better definition of the objective, novelty and relevance of this study improving the structure, content and length of the publication accordingly: Answers t REVIEW2 Interactive cmment n An imprved perspective in the representatin f sil misture: ptential added value f SMOS disaggregated 1km reslutin prduct by Samir Khdayar et al. Answers t Reviewer

More information

COASTAL ENGINEERING Chapter 2

COASTAL ENGINEERING Chapter 2 CASTAL ENGINEERING Chapter 2 GENERALIZED WAVE DIFFRACTIN DIAGRAMS J. W. Jhnsn Assciate Prfessr f Mechanical Engineering University f Califrnia Berkeley, Califrnia INTRDUCTIN Wave diffractin is the phenmenn

More information

Drought damaged area

Drought damaged area ESTIMATE OF THE AMOUNT OF GRAVEL CO~TENT IN THE SOIL BY A I R B O'RN EMS S D A T A Y. GOMI, H. YAMAMOTO, AND S. SATO ASIA AIR SURVEY CO., l d. KANAGAWA,JAPAN S.ISHIGURO HOKKAIDO TOKACHI UBPREFECTRAl OffICE

More information

Professional Development. Implementing the NGSS: High School Physics

Professional Development. Implementing the NGSS: High School Physics Prfessinal Develpment Implementing the NGSS: High Schl Physics This is a dem. The 30-min vide webinar is available in the full PD. Get it here. Tday s Learning Objectives NGSS key cncepts why this is different

More information

Investigation of the Dependence of Global Solar Radiation on Some Atmospheric Parameters Over Kano and Oyo-Nigeria

Investigation of the Dependence of Global Solar Radiation on Some Atmospheric Parameters Over Kano and Oyo-Nigeria Radiatin cience and Technlgy 2017; 3(1): 1-7 http://www.sciencepublishinggrup.cm/j/rst di: 10.11648/j.rst.20170301.11 Invigatin f the Dependence f Glbal lar Radiatin n me Atmspheric Parameters Over Kan

More information

Thermodynamics and Equilibrium

Thermodynamics and Equilibrium Thermdynamics and Equilibrium Thermdynamics Thermdynamics is the study f the relatinship between heat and ther frms f energy in a chemical r physical prcess. We intrduced the thermdynamic prperty f enthalpy,

More information

Richard A. Luettich, Jr. University of North Carolina at Chapel Hill Institute of Marine Sciences 3431 Arendell St. Morehead City, NC 28557

Richard A. Luettich, Jr. University of North Carolina at Chapel Hill Institute of Marine Sciences 3431 Arendell St. Morehead City, NC 28557 Implementatin f the Wave Radiatin Stress Gradient as a Frcing fr the ADCIRC Hydrdynamic Mdel: Upgrades and Dcumentatin fr ADCIRC Versin 34.12 Richard A. Luettich, Jr. University f Nrth Carlina at Chapel

More information

Early detection of mining truck failure by modelling its operation with neural networks classification algorithms

Early detection of mining truck failure by modelling its operation with neural networks classification algorithms RU, Rand GOLOSINSKI, T.S. Early detectin f mining truck failure by mdelling its peratin with neural netwrks classificatin algrithms. Applicatin f Cmputers and Operatins Research ill the Minerals Industries,

More information

Pipetting 101 Developed by BSU CityLab

Pipetting 101 Developed by BSU CityLab Discver the Micrbes Within: The Wlbachia Prject Pipetting 101 Develped by BSU CityLab Clr Cmparisns Pipetting Exercise #1 STUDENT OBJECTIVES Students will be able t: Chse the crrect size micrpipette fr

More information

Kinetic Model Completeness

Kinetic Model Completeness 5.68J/10.652J Spring 2003 Lecture Ntes Tuesday April 15, 2003 Kinetic Mdel Cmpleteness We say a chemical kinetic mdel is cmplete fr a particular reactin cnditin when it cntains all the species and reactins

More information

Standard Title: Frequency Response and Frequency Bias Setting. Andrew Dressel Holly Hawkins Maureen Long Scott Miller

Standard Title: Frequency Response and Frequency Bias Setting. Andrew Dressel Holly Hawkins Maureen Long Scott Miller Template fr Quality Review f NERC Reliability Standard BAL-003-1 Frequency Respnse and Frequency Bias Setting Basic Infrmatin: Prject number: 2007-12 Standard number: BAL-003-1 Prject title: Frequency

More information

Computational modeling techniques

Computational modeling techniques Cmputatinal mdeling techniques Lecture 2: Mdeling change. In Petre Department f IT, Åb Akademi http://users.ab.fi/ipetre/cmpmd/ Cntent f the lecture Basic paradigm f mdeling change Examples Linear dynamical

More information

Chapter 4. Unsteady State Conduction

Chapter 4. Unsteady State Conduction Chapter 4 Unsteady State Cnductin Chapter 5 Steady State Cnductin Chee 318 1 4-1 Intrductin ransient Cnductin Many heat transfer prblems are time dependent Changes in perating cnditins in a system cause

More information

A study on GPS PDOP and its impact on position error

A study on GPS PDOP and its impact on position error IndianJurnalfRadi& SpacePhysics V1.26,April1997,pp. 107-111 A study n GPS and its impact n psitin errr P Banerjee,AnindyaBse& B SMathur TimeandFrequencySectin,NatinalPhysicalLabratry,NewDelhi110012 Received19June

More information