DATA COLLECTION FOR PRECISION FORESTRY: THE ROLE OF AN AUTOMATIC WEATHER STATION PROGRAMME
|
|
- Gordon Mason
- 6 years ago
- Views:
Transcription
1 DATA COLLECTION FOR PRECISION FORESTRY: THE ROLE OF AN AUTOMATIC WEATHER STATION PROGRAMME Mark Nrris-Rgers, RasterMatics Intl. Heyns Ktze, Mndi Ltd Phillemn Sithle, SASRI
2 Intrductin Precisin frest management requires: A base f reliable, relevant infrmatin being cllected An understanding f hw this data impacts tree grwth, frest planning, and frest peratins Fundamental driver f tree grwth and yield: availability f rain-fed misture and related temperature regimes Recrding f rainfall; submitting this data t SAWS was a daily rutine fr fresters Majr decline in the density and quality f this vital infrmatin surce Changing rle f Fresters Fewer Fresters n plantatin Exacerbated by difficulties in btaining verifiable, cmprehensive quality weather data frm the Suth African Weather Service (SAWS) Institute fr Cmmercial Frestry Research (ICFR) has t purchase, at great expense, annual data frm SAWS Cnsiderable data gaps need t be patched This takes time and effrt - adds t its already high cst Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 1
3 Backgrund Drught: Highlighted the Frest Industry s expsure t this lack f weather data Very difficult t: Quantify the grwth impact Relate this t reliable weather data t mdel the impacts In stark cntrast, Sugar Industry: Has a dedicated Meterlgical team Have a cmprehensive weather mnitring prgramme acrss their sugar areas Als develped autmatic algrithms t validate and fill in missing data (such as where an instrument might malfunctin) Researched impact f weather data n the physilgy f cane grwth Utilise this infrmatin t infrm strategic decisin making (e.g. in the last seasn did nt pen a Sugar Mill in ne area because predicted insufficient sugarcane available t feed that mill) This infrmatin available via a web-service, which prvides relevant infrmatin t allw farmers t make gd management decisins. Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 2
4 Backgrund cnt Drught: 2015 Mndi partnered with SASRI t cllabrate in the AWS Prgramme Deplyed 29 autmatic weather statins acrss the Mndi landing hldings SASRI manages the prgramme n Mndi s behalf Mndi gained access t the full SASRI weather database, expertise and equipment management prgramme Large gegraphic verlap between the frest and sugar industries, particularly in KwaZulu-Natal (KZN) - Sugar Industry benefits frm additinal weather statin cverage. Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 3
5 Methdlgy Equipment Selectin: : Davis electrnic weather statins - fire prtectin purpses during the fire seasn (May t Octber). Data des nt have a validatin/patching system Des nt prvide a rbust data surce that is required fr grwth and yield study purpses SASRI system required use f same equipment - Campbell Scientific weather statin equipment Data Cllectin and Transfer: AWS cnsists f a data lgger cnnected t sensrs n tripd munting measuring: Temperature; Relative Humidity; Wind Speed/Directin; Rainfall; Slar radiatin Data is autmatically transmitted via a wireless mdem cnnected t the cell phne netwrk (using a standard SIM card n a data package) Data is sent t SASRI s centralised web-service, using LggerNet sftware package fr further validatin and prcessing Requires a cnnectin t a pwer surce (Eskm mains) in rder t prvide pwer t a battery charger (Slar panels are a security risk) Rain gauge munted n separate ple but cnnected t lgger by cable Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 4
6 Campbell Scientific Autmatic Weather Statin vane and anemmeter wind sentry pyranmeter temperature and relative humidity prbes CR800 data lgger; Charger Unit; Wireless Mdem with SIM self-emptying tipping bucket rain gauge Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 5
7 Methdlgy Site Selectin: Balance between btaining the maximum cverage but at an affrdable cst (equipment cst ~R80 000/site) Site criteria: Security; Mains Pwer Surce; Cell Phne Data Cverage Open areas away frm buildings; trees t prevent shadws (slar radiatin), interference with wind flw (speed and directin) interference with rainfall Grass grund cver t minimise false temperature readings lcal staff available (usually the lcal frester) t mnitr the equipment pwer failures/tripping, rain gauge being blcked by leaves, bird drppings etc. ther incidental events that might interfere with the cntinuus peratin f the weather statin Selectin dne in cnsultatin with SASRI - cmplement their netwrk Gaps in SASRI cverage Mndi site selected; vice versa Nn-sugar areas: Mndi sites t cver range f weather patterns Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 6
8 Methdlgy Site Establishment: Field visits t cnfirm the selectin criteria were met fr each site Each site Fenced ff Cncrete ft pads laid fr the weather statin tripd munting Rain gauge munting ple with cnduit fr lgger cable Pwer cables and islatr switches installed Dne by prfessinal fencing cmpanies prperly cnstructed infrastructure t prvide sufficient prtectin Once the sites were erected SASRI Meterlgical Staff undertk the actual weather statin installatin Critical parameters required t ensure accurate data cllectin Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 7
9 Methdlgy Data Prcessing: Weather data based predictins, infrmatin r decisins significantly influenced by the quality f the input data Tw cmplimentary peratins t ensure data integrity: On-site sensr maintenance and calibratins by trained SASRI technicians Bi-annual inspectins; Ad-hc fr equipment failure Rigrus cmputer-based autmated data quality check and validatin system Identify missing, errneus and suspect data Autmatically replaced by data derived frm related climatic variables, neighburing sites r frm histrical recrds. Check system ccurs daily with each data uplading prcedure Tw check levels: Acceptable range limits Upper and lwer limits are set fr all variables based n ne criteria r a cmbinatin f thery, histrical recrds and specificatins f the recrding instrument. Limits all values t within an acceptable range e.g. relative humidity has t be within the range f zer t 100 % Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 8
10 Methdlgy Data Prcessing cnt.: Internal and spatial cnsistency levels cnsistency at a given site t ensure that there is agreement between related/assciated variables e.g. minimum temp. has t be always less than maximum temp. The rate f change f values between successive days is als checked t make sure it s plausible Trends between neighburing sites are als validated fr cnsistency (may be dne fr daily, weekly r mnthly values depending n the variable in questin) Applicatin t Grwth and Yield Data Once sufficient weather data has been cllected - applied t research n impact f weather cycles n tree grwth. Link this data t dendrmeter trials that are currently being initiated in cnjunctin with the University f Stellenbsch Mdelling apprach similar t that prpsed by Sclfr et al (2016) is planned Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 9
11 Cnclusin Cnclusin Lng-term prject Significant steps have been achieved in a relatively shrt perid f time Extensive infrastructure has been established Linked int a prven data capture/validatin/archiving prgramme in terms f SASRI s weather data cllectin facility. Allw Grwth and Yield Researchers t fast-track their investigatins int the impacts f weather cycles n frest grwth and yield A fundamental input int a Precisin Frestry Apprach! Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 10
12 Acknwledgements: Keith Cllings; Jarmain Chetty SASRI Russell Mrkel - Mndi Thank yu fr attending Questins? FORWARD - LOOKING STATEMENTS It shuld be nted that certain statements herein which are nt histrical facts, including, withut limitatin thse regarding expectatins f market grwth and develpments; expectatins f grwth and prfitability; and statements preceded by believes, expects, anticipates, fresees, may r similar expressins, are frward-lking statements. Since these statements are based n current knwledge, plans, estimates and prjectins, they invlve risks and uncertainties which may cause actual results t materially differ frm thse expressed in such frward-lking statements. Varius factrs culd cause actual future results, perfrmance r events t differ materially frm thse described in these statements. Such factrs include in particular but withut any limitatin: (1) perating factrs such as cntinued success f manufacturing activities and the achievement f efficiencies therein, cntinued success f prduct develpment plans and targets, changes in the degree f prtectin created by Grup s patents and ther intellectual prperty rights, the availability f capital n acceptable terms; (2) industry cnditins, such as strength f prduct demand, intensity f cmpetitin, prevailing and future glbal market prices fr the Grup s prducts and raw materials and the pricing pressures theret, financial cnditin f the custmers, suppliers and the cmpetitrs f the Grup, ptential intrductin f cmpeting prducts and technlgies by cmpetitrs; and (3) general ecnmic cnditins, such as rates f ecnmic grwth in the Grup s principal gegraphical markets r fluctuatins f exchange rates and interest rates. Mndi des nt a) assume any warranty r liability as t accuracy r cmpleteness f the infrmatin prvided herein b) undertake t review r cnfirm analysts expectatins r estimates r t update any frward-lking statements t reflect events that ccur r circumstances that arise after the date f making any frward-lking statements. Precisin Frestry Sympsium, Stellenbsch 2017 Autmatic Weather Statin Prgramme PAGE 11
Land Information New Zealand Topographic Strategy DRAFT (for discussion)
Land Infrmatin New Zealand Tpgraphic Strategy DRAFT (fr discussin) Natinal Tpgraphic Office Intrductin The Land Infrmatin New Zealand Tpgraphic Strategy will prvide directin fr the cllectin and maintenance
More informationTechnical Bulletin. Generation Interconnection Procedures. Revisions to Cluster 4, Phase 1 Study Methodology
Technical Bulletin Generatin Intercnnectin Prcedures Revisins t Cluster 4, Phase 1 Study Methdlgy Release Date: Octber 20, 2011 (Finalizatin f the Draft Technical Bulletin released n September 19, 2011)
More informationBuilding research leadership consortia for Quantum Technology Research Hubs. Call type: Expression of Interest
Building research leadership cnsrtia fr Quantum Technlgy Research Hubs Call type: Expressin f Interest Clsing date: 17:00, 07 August 2018 Hw t apply: Expressin f Interest (EI) fr research leaders t attend
More informationDocument for ENES5 meeting
HARMONISATION OF EXPOSURE SCENARIO SHORT TITLES Dcument fr ENES5 meeting Paper jintly prepared by ECHA Cefic DUCC ESCOM ES Shrt Titles Grup 13 Nvember 2013 OBJECTIVES FOR ENES5 The bjective f this dcument
More informationFive Whys How To Do It Better
Five Whys Definitin. As explained in the previus article, we define rt cause as simply the uncvering f hw the current prblem came int being. Fr a simple causal chain, it is the entire chain. Fr a cmplex
More informationProduct authorisation in case of in situ generation
Prduct authrisatin in case f in situ generatin Intrductin At the 74 th CA meeting (27-29 September 2017), Aqua Eurpa and ECA Cnsrtium presented their cncerns and prpsals n the management f the prduct authrisatin
More informationRN52-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 informationFabrication Thermal Test. Methodology for a Safe Cask Thermal Performance
ENSA (Grup SEPI) Fabricatin Thermal Test. Methdlgy fr a Safe Cask Thermal Perfrmance IAEA Internatinal Cnference n the Management f Spent Fuel frm Nuclear Pwer Reactrs An Integrated Apprach t the Back-End
More informationNEBB-ASHRAE Technical E-Learning Courses
NEBB-ASHRAE Technical E-Learning Curses If yu re a NEBB certificatin Candidate lking t enhance yur knwledge within a specific area, OR if yu already are a NEBB Certified Prfessinal r Certified Technician
More informationGreen economic transformation in Europe: territorial performance, potentials and implications
ESPON Wrkshp: Green Ecnmy in Eurpean Regins? Green ecnmic transfrmatin in Eurpe: territrial perfrmance, ptentials and implicatins Rasmus Ole Rasmussen, NORDREGIO 29 September 2014, Brussels Green Grwth:
More informationPRESENTATION 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 information5.4 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 informationDEFENSE 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 informationRN53 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 informationHow 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 informationAPPLICATION 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 informationLDS emarket. Section 11 - Catalog Load Process
LDS emarket Sectin 11 - Catalg Lad Prcess Catalg Lad Prcess There are three types f catalgs in LDS emarket: Supplier Direct Web Site An nline catalg f items hsted by the supplier using HTML cding PRG A
More informationTemperature sensor / Dual Temp+Humidity
www.akcp.cm Temperature sensr / Dual Temp+Humidity Intrductin Temperature sensrs are imprtant where ptimum temperature cntrl is paramunt. If there is an air cnditining malfunctin r abnrmal weather cnditins,
More informationRelationships Between Frequency, Capacitance, Inductance and Reactance.
P Physics Relatinships between f,, and. Relatinships Between Frequency, apacitance, nductance and Reactance. Purpse: T experimentally verify the relatinships between f, and. The data cllected will lead
More informationC.K. Omondi, T.H.M. Rientjes, B.H.P. Maathuis, W. Gumindoga. Faculty ITC, University of Twente, The Netherlands IAHS 2017 SCIENTIFIC ASSEMBLY
1 Assessment f bias crrected satellite rainfall prducts fr streamflw simulatin: A TOPMODEL applicatin at the headwater catchment f the Zambezi Basin C.K. Omndi, T.H.M. Rientjes, B.H.P. Maathuis, W. Gumindga
More informationTemperature sensor / Dual Temp+Humidity
www.akcp.cm Temperature sensr / Dual Temp+Humidity Intrductin Temperature sensrs are imprtant where ptimum temperature cntrl is paramunt. If there is an air cnditining malfunctin r abnrmal weather cnditins,
More informationHypothesis Tests for One Population Mean
Hypthesis Tests fr One Ppulatin Mean Chapter 9 Ala Abdelbaki Objective Objective: T estimate the value f ne ppulatin mean Inferential statistics using statistics in rder t estimate parameters We will be
More informationSystem Non-Synchronous Penetration Definition and Formulation
System Nn-Synchrnus Penetratin Definitin and Frmulatin Operatinal Plicy 27 August 2018 Disclaimer EirGrid as the Transmissin System Operatr (TSO) fr Ireland, and SONI as the TSO fr Nrthern Ireland make
More informationSM10T Series Miniature SMD Crystal November 2016
SM0T Series Nvember 206 Pletrnics SM0T Series is a miniature surface munt crystal. Package is ideal fr autmated surface munt assembly and reflw practices. Tape and Reel packaging 2 MHz t 67.5 MHz 2.5 x
More informationAPEX DYNAMICS, INC. Stainless. No. 10, Keyuan 3rd Rd., Situn District, Taichung City 40763, Taiwan (R.O.C.) APEX AE/AER Series - 1.
PEX DYNMIS, IN. HIGH PREISION PLNETRY GERBOX E / ER Series N. 0, Keyuan rd Rd., Situn District, Taichung ity 0, Taiwan (R.O..) PEX-0-09-E/ER Series -.0V Stainless High precisin high speed planetary gearbx
More informationComprehensive Exam Guidelines Department of Chemical and Biomolecular Engineering, Ohio University
Cmprehensive Exam Guidelines Department f Chemical and Bimlecular Engineering, Ohi University Purpse In the Cmprehensive Exam, the student prepares an ral and a written research prpsal. The Cmprehensive
More informationExam #1. A. Answer any 1 of the following 2 questions. CEE 371 October 8, Please grade the following questions: 1 or 2
CEE 371 Octber 8, 2009 Exam #1 Clsed Bk, ne sheet f ntes allwed Please answer ne questin frm the first tw, ne frm the secnd tw and ne frm the last three. The ttal ptential number f pints is 100. Shw all
More informationA water level indicator or other measuring device to determine the current depth to the water.
Fr Aqua4Plus 1.9.7 and later r Aqua4Plus Lite 2.1.1 r later. (Fr earlier versins r if using a PT2X with firmware lwer than 1.5, see Applicatin Nte 9C0152) Intrductin Purpse f this dcument is t prvide a
More informationChecking the resolved resonance region in EXFOR database
Checking the reslved resnance regin in EXFOR database Gttfried Bertn Sciété de Calcul Mathématique (SCM) Oscar Cabells OECD/NEA Data Bank JEFF Meetings - Sessin JEFF Experiments Nvember 0-4, 017 Bulgne-Billancurt,
More informationPurpose: Use this reference guide to effectively communicate the new process customers will use for creating a TWC ID. Mobile Manager Call History
Purpse: Use this reference guide t effectively cmmunicate the new prcess custmers will use fr creating a TWC ID. Overview Beginning n January 28, 2014 (Refer t yur Knwledge Management System fr specific
More informationWe respond to each of ORR s specific consultation questions in Annex A to this letter.
Je Quill Office f Rail Regulatin One Kemble Street Lndn, WC2B 4AN Hannah Devesn Regulatry Refrm Specialist Netwrk Rail Kings Place, 90 Yrk Way Lndn, N1 9AG Email:hannah.devesn@netwrkrail.c.uk Telephne:
More informationAccreditation Information
Accreditatin Infrmatin The ISSP urges members wh have achieved significant success in the field t apply fr higher levels f membership in rder t enjy the fllwing benefits: - Bth Prfessinal members and Fellws
More informationAutomated Production of Photovoltaic Arrays for Satellites
Autmated Prductin f Phtvltaic Arrays fr Satellites Elie DAWIDOWICZ / Daniel BOURIC Innv'actinAerspace 4.0 1 Outline PVA Factry4.0 Presentatin f space slar panels as a prduct Space f the Future When Factry
More informationNEW 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 informationExam #1. A. Answer any 1 of the following 2 questions. CEE 371 March 10, Please grade the following questions: 1 or 2
CEE 371 March 10, 2009 Exam #1 Clsed Bk, ne sheet f ntes allwed Please answer ne questin frm the first tw, ne frm the secnd tw and ne frm the last three. The ttal ptential number f pints is 100. Shw all
More informationUN Committee of Experts on Environmental Accounting New York, June Peter Cosier Wentworth Group of Concerned Scientists.
UN Cmmittee f Experts n Envirnmental Accunting New Yrk, June 2011 Peter Csier Wentwrth Grup f Cncerned Scientists Speaking Ntes Peter Csier: Directr f the Wentwrth Grup Cncerned Scientists based in Sydney,
More informationMath Foundations 20 Work Plan
Math Fundatins 20 Wrk Plan Units / Tpics 20.8 Demnstrate understanding f systems f linear inequalities in tw variables. Time Frame December 1-3 weeks 6-10 Majr Learning Indicatrs Identify situatins relevant
More informationENSC Discrete Time Systems. Project Outline. Semester
ENSC 49 - iscrete Time Systems Prject Outline Semester 006-1. Objectives The gal f the prject is t design a channel fading simulatr. Upn successful cmpletin f the prject, yu will reinfrce yur understanding
More informationBF908; BF908R IMPORTANT NOTICE. use
Rev. 3 14 Nvember 27 Prduct data sheet IMPORTANT NOTICE Dear custmer, As frm Octber 1st, 26 Philips Semicnductrs has a new trade name - NXP Semicnductrs, which will be used in future data sheets tgether
More informationOperational Use of the Model Crocus
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
More informationThe steps of the engineering design process are to:
The engineering design prcess is a series f steps that engineers fllw t cme up with a slutin t a prblem. Many times the slutin invlves designing a prduct (like a machine r cmputer cde) that meets certain
More informationUBIMET. 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 informationIntelligent Pharma- Chemical and Oil & Gas Division Page 1 of 7. Global Business Centre Ave SE, Calgary, AB T2G 0K6, AB.
Intelligent Pharma- Chemical and Oil & Gas Divisin Page 1 f 7 Intelligent Pharma Chemical and Oil & Gas Divisin Glbal Business Centre. 120 8 Ave SE, Calgary, AB T2G 0K6, AB. Canada Dr. Edelsys Cdrniu-Business
More informationModel for Predicting Protective and Decorative. Exterior Walls
Cntemprary Engineering Sciences, Vl. 8, 2015, n. 2, 77-84 HIKARI Ltd, www.m-hikari.cm http://d.di.rg/10.12988/ces.2015.412251 Mdel fr Predicting Prtective and Decrative Eterir Walls V. I. Lganina Street
More informationEarly 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 informationEDA Engineering Design & Analysis Ltd
EDA Engineering Design & Analysis Ltd THE FINITE ELEMENT METHOD A shrt tutrial giving an verview f the histry, thery and applicatin f the finite element methd. Intrductin Value f FEM Applicatins Elements
More informationPeripheral Zone Card.
Peripheral Zne Card Cmpatible with Standard r Dide Bases Up t * devices per circuit (*device range dependant) Individually Cnfigured Zne circuits Shrt = Alarm Optin Intrinsic Safety Optin Nn-latching Optin
More informationAPEX DYNAMICS, INC. Stainless
APE DYNAMICS, INC. HIGH PRECISION PLANETARY GEARBO AB / ABR Series Stainless High precisin planetary gearbx AB / ABR series Apex Dynamics, Inc. is the wrld s mst prductive manufacturer f servmtr drive
More informationSubject description processes
Subject representatin 6.1.2. Subject descriptin prcesses Overview Fur majr prcesses r areas f practice fr representing subjects are classificatin, subject catalging, indexing, and abstracting. The prcesses
More informationWRITING 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 informationArcWhatever: A Short Explanation of Some ESRI Products
ArcWhatever: A Shrt Explanatin f Sme ESRI Prducts ArcGIS is a cmplete, single, integrated system fr gegraphic data creatin, management, integratin, and analysis. ArcGIS is scalable since it can be deplyed
More informationmaking triangle (ie same reference angle) ). This is a standard form that will allow us all to have the X= y=
Intrductin t Vectrs I 21 Intrductin t Vectrs I 22 I. Determine the hrizntal and vertical cmpnents f the resultant vectr by cunting n the grid. X= y= J. Draw a mangle with hrizntal and vertical cmpnents
More informationVerification of NIMs Baseline Data Reports and Methodology Reports
hzkwekdd/^^/ke /ZdKZd 'EZ> >/Ddd/KE / D ' d h d^ dddd Verificatin f NIMs Baseline Data Reprts and Methdlgy Reprts & dd dddd d d /EdZKhd/KE d > Z d / d K d d ZK'E/d/KEK&sZ/&/Z^ d d e d d,sz/&/d/kewzk^^
More information~ Flexibility and performance
GEMINI SCHNEEBERGER ~ Flexibility and perfrmance The GEMINI 5 axes CNC grinder ffers sftware and technlgy fr practically all tl types. Stability, perfrmance and rbust quality frm the basis. Demanding tls,
More informationLake Houston Area Grassroots. Flood Prevention Initiative
Lake Hustn Area Grassrts Fld Preventin Initiative Agenda Welcme Bnd Electin Recap Lwering f Lake Cnre and Lake Hustn Update n Status f Lake Hustn Dam Gate Prject Dredging Prject Update / West Frk Muth
More informationScience 9 Unit 2: Atoms, Elements and Compounds
Science 9 Unit 2: Atms, Elements and Cmpunds demnstrate a knwledge f WHMIS standards by using prper techniques fr handling and dispsing f lab materials (209-7) cmpare earlier cnceptins f the structure
More informationTime, Synchronization, and Wireless Sensor Networks
Time, Synchrnizatin, and Wireless Sensr Netwrks Part II Ted Herman University f Iwa Ted Herman/March 2005 1 Presentatin: Part II metrics and techniques single-hp beacns reginal time znes ruting-structure
More informationAD / ADR / ADS Series
PEX DYMIS, I. HIGH PREISIO HIGH SPEED PLETRY GERBOX D / DR / DS Series PEX00D/DR/DS SERIES.0ETW Stainless PEX DYMIS, I. D Series Ordering de Ordering de D0 00 P MOTOR Gearbx Size: D0, D0, D090 D0, D0,
More informationLarge 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 informationA Study Extracting Information on Ground Objects from Characteristics of Space Thermal Distribution
A Study Extracting Infrmatin n Grund Objects frm Characteristics f Space Thermal Distributin Atsushi Rikimaru,Masakazu Kamij,Taichi Oshima Hsei University,Faculty f Engineering Kganei-shi Tky, Japan, 184
More information10-bit bus switch with 5-bit output enables. The CBT3384 is characterized for operation from 40 C to +85 C.
Rev. 06 2 Nvember 2009 Prduct data sheet 1. General descriptin 2. Features 3. Ordering infrmatin The prvides ten bits f high-speed TTL-cmpatible bus switching. The lw ON resistance f the switch allws cnnectins
More informationResults 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 informationBee 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 informationFIFA FIELD TEST REPORT
FIFA Quality Prgramme fr Ftball Turf FIFA FIELD TEST REPORT Manual 2012 Stadium / lcatin Prduct name FIFA Licensee FIFA accredited Test Institute Vlijtingen VV Dm Durafrce 40M/SBR Dm Sprts Grass Ghent
More informationWorkshop 2 Data-Logger Principles
1 The University f British Clumbia GEOG 309 / Andreas Christen February 7, 2008 Wrkshp 2 Data-Lgger Principles Gals 1 Becme familiar with a digital data-lgger. 2 Prgram the data-lgger and recrd a signal
More informationWagon Markings Guidelines
Versin / Status: V 3.0 / apprved Wagn Markings Guidelines 1. Intrductin Article 4, para 4 f the Safety Directive (2004/49/EG amended by 2008/110/EC) stipulates the respnsibility f each manufacturer, maintenance
More informationSMART TESTING BOMBARDIER THOUGHTS
Bmbardier Inc. u ses filiales. Tus drits réservés. BOMBARDIER THOUGHTS FAA Bmbardier Wrkshp Mntreal 15-18 th September 2015 Bmbardier Inc. u ses filiales. Tus drits réservés. LEVERAGING ANALYSIS METHODS
More informationStandard 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 informationCopyright Paul Tobin 63
DT, Kevin t. lectric Circuit Thery DT87/ Tw-Prt netwrk parameters ummary We have seen previusly that a tw-prt netwrk has a pair f input terminals and a pair f utput terminals figure. These circuits were
More informationAssessment 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 informationChapter 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 informationVerification 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 informationthe results to larger systems due to prop'erties of the projection algorithm. First, the number of hidden nodes must
M.E. Aggune, M.J. Dambrg, M.A. El-Sharkawi, R.J. Marks II and L.E. Atlas, "Dynamic and static security assessment f pwer systems using artificial neural netwrks", Prceedings f the NSF Wrkshp n Applicatins
More informationChurn Prediction using Dynamic RFM-Augmented node2vec
Churn Predictin using Dynamic RFM-Augmented nde2vec Sandra Mitrvić, Jchen de Weerdt, Bart Baesens & Wilfried Lemahieu Department f Decisin Sciences and Infrmatin Management, KU Leuven 18 September 2017,
More informationCosmic-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 information5 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 informationSMG2305L. P-Channel Enhancement Mode Power Mos.FET WILLAS ELECTRONIC CORP. Description. Features. Applications. Absolute Maximum Ratings
P-Channel Enhancement Mde Pwer Ms.FET Descriptin The prvide the designer with the best cmbinatin f fast switching, lw n-resistance and cst-effectiveness. The is universally preferred fr all cmmercial industrial
More informationEvaluating enterprise support: state of the art and future challenges. Dirk Czarnitzki KU Leuven, Belgium, and ZEW Mannheim, Germany
Evaluating enterprise supprt: state f the art and future challenges Dirk Czarnitzki KU Leuven, Belgium, and ZEW Mannheim, Germany Intrductin During the last decade, mircecnmetric ecnmetric cunterfactual
More informationIXD4902. Three-Terminal Negative Voltage Regulator FEATURES DESCRIPTION APPLICATIONS
Three-Terminal Negative Vltage Regulatr FEATURES Output Current up t 200 ma (350 ma max) Input Vltage Range -2.4 V - -16 V Output Vltage Range frm -2.5 V t -12 V (fixed values) Drput Vltage 400 mv @ 100
More informationHeat 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 informationDataflow Analysis and Abstract Interpretation
Dataflw Analysis and Abstract Interpretatin Cmputer Science and Artificial Intelligence Labratry MIT Nvember 9, 2015 Recap Last time we develped frm first principles an algrithm t derive invariants. Key
More informationINTERNATIONAL 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 informationThe Belgian Virtual Tumourbank
The Belgian Virtual Tumurbank In practice Céline Degaillier BVT Inauguratin sympsium 04/10/2012 Overview Frm thery t practice: A netwrk f cllabratins Belgian Cancer Plan and the virtual tumurbank Legal
More informationTHERMAL TEST LEVELS & DURATIONS
PREFERRED RELIABILITY PAGE 1 OF 7 PRACTICES PRACTICE NO. PT-TE-144 Practice: 1 Perfrm thermal dwell test n prtflight hardware ver the temperature range f +75 C/-2 C (applied at the thermal cntrl/munting
More informationDepartment: 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 informationNUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION
NUROP Chinese Pinyin T Chinese Character Cnversin NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION CHIA LI SHI 1 AND LUA KIM TENG 2 Schl f Cmputing, Natinal University f Singapre 3 Science
More informationAssociated Students Flacks Internship
Assciated Students Flacks Internship 2016-2017 Applicatin Persnal Infrmatin: Name: Address: Phne #: Years at UCSB: Cumulative GPA: E-mail: Majr(s)/Minr(s): Units Cmpleted: Tw persnal references (Different
More informationPower plants Robustificaton based On fault DetectIon (PRODI)
SEVENTH FRAMEWORK PROGRAMME THEME 3: INFORMATION AND COMMUNICATION TECHNOLOGIES Pwer plants Rbustificatn based On fault DetectIn (PRODI) Prf. Zeljk Djurvic Faculty f Electrical Engineering University f
More informationPhysical Layer: Outline
18-: Intrductin t Telecmmunicatin Netwrks Lectures : Physical Layer Peter Steenkiste Spring 01 www.cs.cmu.edu/~prs/nets-ece Physical Layer: Outline Digital Representatin f Infrmatin Characterizatin f Cmmunicatin
More informationElements of Machine Intelligence - I
ECE-175A Elements f Machine Intelligence - I Ken Kreutz-Delgad Nun Vascncels ECE Department, UCSD Winter 2011 The curse The curse will cver basic, but imprtant, aspects f machine learning and pattern recgnitin
More informationDevelopment of Low-Cost 2G HTS Coated Conductors at STI
Develpment f Lw-Cst 2G HTS Cated Cnductrs at STI Jeng-Uk Huh, Jian Ca, Jseph Chase, Xiafeng Qiu, Ken Pfeiffer EPRI 11 th Cnference n Supercnductivity Tuesday, Octber 29, 2013 1 f 18 Leading Supercnducting
More informationNicolas Coulombel ENS Cachan - LVMT :
Niclas Culmbel ENS Cachan - LVMT : niclas.culmbel@ens-cachan.fr Eurpean research prject started this year Aims at substantial theretical/practical imprvements Ultimate gal : develping a versin f UrbanSim
More informationA Quick Overview of the. Framework for K 12 Science Education
A Quick Overview f the NGSS EQuIP MODULE 1 Framewrk fr K 12 Science Educatin Mdule 1: A Quick Overview f the Framewrk fr K 12 Science Educatin This mdule prvides a brief backgrund n the Framewrk fr K-12
More informationPE77D Series 3.3 V PECL Clock Oscillators November 2018
PECL Clck Oscillatrs Nvember 208 Pletrnics PE77D Series is a quartz crystal cntrlled precisin square wave generatr with a PECL utput. The package is designed fr high density surface munt designs. Lw cst
More informationIntroduction to Models and Properties
Intrductin t Mdels and Prperties Cmputer Science and Artificial Intelligence Labratry MIT Armand Slar-Lezama Nv 23, 2015 Nvember 23, 2015 1 Recap Prperties Prperties f variables Prperties at prgram pints
More informationQUESTIONNAIRE. for RECOGNITION of GOOD LABORATORY PRACTICE. SRI LANKA ACCREDITATION BOARD for CONFORMITY ASSESSMENT. Instructions to the Applicant:
SRI LANKA ACCREDITATION BOARD fr CONFORMITY ASSESSMENT QUESTIONNAIRE fr RECOGNITION f GOOD LABORATORY PRACTICE Instructins t the Applicant: 1. Please fill the questinnaire n yur wn judgment f activities
More informationProtection of ungrounded systems using an advanced relay element
ENG 460 Prtectin f ungrunded systems using an advanced relay element A reprt submitted t the schl f Engineering and Energy, Murdch University in partial fulfilment f the requirements fr the degree f Bachelr
More informationQuantum Computing Algorithms for optimised Planning & Scheduling (QCAPS)
Quantum Cmputing Algrithms fr ptimised Planning & Scheduling (QCAPS) Qubits Eurpe 2019 cnference Dr Rbert Desimne March 2019 1 Cpyright 2019 BAE Systems. All Rights Reserved. QCAPS Quantum cmputing algrithms
More informationORACLE. ORACLE FLEXCUBE Accelerator Pack 12.2 Product Catalogue FINANCIAL SERVICES. Integrated liquidity management
ORACLE FLEXCUBE Acceleratr Pack 12.2 Prduct Catalgue Integrated liquidity management ORACLE FINANCIAL SERVICES Acceleratr Pack Prduct Catalgue Page 1 f 19 Table f Cntents Table f Cntents... 2 Overview
More informationLecture 02 CSE 40547/60547 Computing at the Nanoscale
PN Junctin Ntes: Lecture 02 CSE 40547/60547 Cmputing at the Nanscale Letʼs start with a (very) shrt review f semi-cnducting materials: - N-type material: Obtained by adding impurity with 5 valence elements
More information