IMPORTANCE OF OPEN SPATIAL DATA INFRASTRUCTURE FOR DATA SHARING
|
|
- Randolf Lloyd
- 6 years ago
- Views:
Transcription
1 IMPORTANCE OF OPEN SPATIAL DATA INFRASTRUCTURE FOR DATA SHARING E.Bank ISLEM GIS 13.cad. N Beysukent Ankara ebank@islem.cm.tr Cmmissin TS-PS-WG IV/4 KEY WORDS: GIS, Infrastructure, Spatial Infrastructures, Interperability, Standarts, Open Systems, Metadata, Inter-Operability ABSTRACT: An exciting trend and visin in Gegraphic Infrmatin System (GIS) is the develpment f Natinal, Cntinental, and Glbal Spatial Data Infrastructures (SDI). Assembling an SDI prtal invlves three key parts: 1. The Metadata Registry and Search Prtal 2. Dynamic mapping and data fusin n the Internet 3. Data mdeling and data dwnlad t acquire data in a useable and well-dcumented frmat fr use. By necessity, these are quickly becming a key part f many GIS implementatins. This presentatin will describe a practical apprach t building specificatins, standards, and reference data mdels fr SDI prgrams.the presentatin will als presents ESRI s GIS sftware platfrm fr pen SDI slutins that can enable lcal, reginal, natinal, and pan-eurpean data sharing. The presentatin will include; Spatial Data Infrastructure Infrmatin Mdeling fr Spatial Data Infrastructure Building Natinal and Cntinental Data Mdels fr SDI Best Practices fr Implementing SDI Using ESRI sftware in Cllabratin with Other GIS s The rle f standards fr SDI and key cntent and metadata specificatins 1. Spatial Data Infrastructure a. What is GIS technlgy? GIS technlgy is making a difference. GIS is mre than sftware r applicatin, it is a wrld f digital data, nline prtals, web services and lcatin services that enable access t infrmatin when and where needed. As an enabling technlgy GIS is making a significant difference tl f gd gverning, better buiness and a healty planet (ESRI. 2004). GIS is an Infrmatin System fr creating, maintaining, managing and using Gegraphic knwledge. GIS is a cmplete platfrm fr wrking (editing, data management, mapping, spatial analysis and visualizatin) with Gegraphic Infrmatin. GIS integrates many types f disciplines/rganizatins like; scial factrs, rads/infrastructure, land use/land cver, imagery, envirnment, base maps, activities like; gereferencing, digital prcessing, map verlay, spatial analysis, visualizatin, and data like; vectr and raster. GIS was a tl fr individual prjects and departments in the past but in recent years GIS has mved very fastly frm being a tl t becme the framewrk fr sharing infrmatin amng rganizatins and acrss sciety. GIS illustrates relatinships, cnnectins and patterns in data. The unique integratin capabilities f GIS bring tgether data frm many surces fr visual display and analysis, creating a mre cmplete picture f a situatin than wuld therwise be pssible. This enables rganizatins t make better decisins based n all relevant factrs. Fr this reasn GIS technlgy has becme an integral part f the infrmatin infrastructure in many rganizatins. GIS has lng been recgnized as an integrating technlgy that can bring highly disparate data int a cmmn map display. Overlaying layers f different data in a cmmn gegraphic space allws yu t integrate and derive new infrmatin t help yu slve prblems and t wrk mre efficiently and effectively. b. What is SDI technlgy? Spatial data is the lcatins and shapes f gegraphic features with descriptins f each feature and differs frm nrmal data with it s vlume and structure. Spatial datasets are interrelated and ften very large. Unlike business queries that may nly return a few recrds, spatial queries fr generating maps are rutinely run against many thusands f features. Spatial data usualy cmes frm acrss an rganizatin and increasingly frm utside surces. Because spatial datasets are fundamentally distributed and dynamic, standarts and interperability have always been a fundamental part f spatial data. There is widespread recgnitin that the data
2 layers and tables in mst GIS implementatins cme frm multiple rganizatins. An rganizatin typically develps sme, but nt all, f its wn spatial data cntent. At least sme f the layers will be frm external surces. Thus GIS data management, by its very nature, is distributed amng many users (ESRI. March 2003). GIS requires a distributed infrmatin system cncept t manage and share spatial data. Because GIS users are hungry fr quality gegraphic infrmatin, there is a fundamental need fr users t share their data. Tday, thusands f rganizatins wrldwide invest billins f dllars annually autmating and integrating map infrmatin fr their fcused GIS prjects. Their need fr up-t-date gegraphic infrmatin drives these effrts. SDI has becme an essential tl when infrmatin 2. Infrmatin Mdeling fr Spatial Data Infrastructure A Spatial Data Infrastructure intercnnects GIS ndes acrss the Wrld Wide Web t prmte infrmatin sharing and access. The SDI cncept binds many GIS ndes int lsely GIS User integratin is critical. It wrks with gegraphic infrmatin frm many surces t supprt a brad range f applicatins. SDI can repurpse infrmatin fr new applicatins that g beynd the data's riginal intent. Fr example, infrmatin cmpiled fr land recrds management can be used fr envirnmental applicatins, utilities, emergency respnse, hmeland security, and many ther applicatins. Spatial data management includes nt nly data cllectin but als data disseminatin. Interperability enables data sharing between rganizatins and acrss applicatins and industries, which results in the generatin and sharing f mre useful infrmatin. cupled infrmatin netwrks. There are three functinal nde in infrmatin mdel f SDI. GIS Users--A wide range f users wh cnnect t the catalgs, search fr useful gegraphic infrmatin, and then cnnect t GIS prtals that prvide the infrmatin access. GIS Users can find the data they need, quickly review and display its cntents, and read r create metadata. GIS Users can als manage spatial data stred in flders n lcal disks r in relatinal databases that are available n their netwrk. Metada Server Figure_1 : Building Blcks f SDI GIS Prtal GIS Prtal GIS Prtal GIS Prtal Metadata Catalgs--A series f well-rganized catalgs that describe and reference gegraphic infrmatin sets at each nde. Metadata is infrmatin abut GIS data describing a cllectin f data. Metadata fr gegraphical data may include the surce f the data, its creatin date and frmat, its prjectin, scale, reslutin, and accuracy, and its reliability with regard t sme standard. GIS Prtal--A GIS prtal that prvides access t FTP dwnlad sites, maps, reprts, Internet GIS services, and s n. GIS Prtal publishes GIS Data & Services & Dcuments. A brad range f GIS users access metadata and services with any client (wireless, html, java,pcket PC, windws). In practice, each nde in an SDI wuld be built t prvide ne r mre f these three capabilities. Fr example, a city might prvide a catalg referencing the available data and services at its Web site alng with a series f data and mapping services. A small GIS shp wuld be able t access and use thse services in their Sftware seat acrss the Internet. In anther case, a state gvernment might prvide the metadata catalg describing its services as well as data and services at ther GIS prtals within the state. The state might als publish GIS Web services with a set f HTML clients t access varius Internet map and data services. At its mst basic level, a Spatial Data Infrastructure is realized thrugh a catalg hlding metadata abut available data and services. As the number f participating rganizatins and users grw, s will the numbers f entries and cmplexity f the metadata catalg. The rle f a metadata server and search tls becmes mre critical. Metadata server makes accessing and managing gegraphic data simple. 3. Building Natinal and Glbal Data Mdels fr SDI GIS prfessinals are learning abut the benefits f a Spatial Data Infrastructure (SDI). The SDI, develped by natinal, state, and lcal gvernments, prmtes the visin f a framewrk fr GIS users t penly share gegraphic infrmatin with ne anther. The SDI is meant t address the needs fr users t intercnnect their existing GIS ndes acrss the Internet (and in many cases ver secure netwrks) in rder t share infrmatin with ne anther penly (i.e., based n standards). Many peple are familiar with the term NSDI, r Natinal Spatial Data Infrastructure, a cncept defined as the technlgies, plicies, and peple necessary t prmte the sharing f gespatial data thrughut all levels f gvernment, the private and nnprfit sectrs, and the academic cmmunity. Recent discussins have revlved arund the GSDI, r Glbal Spatial Data Infrastructure, which describes a framewrk fr data sharing at the glbal level. Many GIS users want t prvide infrmatin prtals t publish a metadata catalg fr their cllectin f GIS data and services. A few clearinghuse sites want t prvide a catalg f infrmatin sets published by many users. Smetimes the data and services will be published fr a user's
3 wn GIS nde, while at ther times the catalg will include data and services at many ther GIS sites. Access t such a clearinghuse nde culd be pen n the Wrld Wide Web, while at ther times it can be restricted and secure fr a select audience. The NSDI, r Natinal Spatial Data Infrastructure, is a cncept develped by the United States federal gvernment and ther state and lcal gvernments. The Glbal Spatial Data Infrastructure (GSDI) is a nnprfit rganizatin cmpsed f individuals, industries, and mre than 50 cuntries whse missin is t supprt ready glbal access t gegraphic infrmatin. The NSDI and GSDI prmte the visin f a framewrk fr GIS users t penly share gegraphic infrmatin and t cllabrate n data develpment (ESRI. March 2003). The visin f a Natinal Spatial Data Infrastructure is based n GIS users penly sharing key sets f GIS infrmatin and the ability f users t search fr and discver infrmatin sets acrss the Wrld Wide Web. Users shuld als be able t access datasets thrugh a variety f mechanisms fr example, via cnnectins t data streaming services, access t map services, and data dwnlads in numerus desired frmats. Catalg prtals require a cmplete infrmatin system fr gegraphy, tls fr data imprt and exprt, tls t validate data, tls t serve catalgs and data, search and discvery tls, tls t explre and use data, and tls t build and manage GIS data. A GIS metadata catalg plays the same rle as a card catalg in a library (ESRI. March 2003). The card catalg in a library has a recrd fr each hlding. All catalg recrds are cmpiled int ne cmprehensive catalg and indexed by authr, subject, and title (and ther keywrds) s that the catalg can be searched. In a GIS, each dataset has a metadata dcument. The cncept behind a GIS catalg prtal is that these metadata dcuments are cllected int a cmprehensive metadata catalg that can be indexed by varius means, such as by gegraphic lcatin. Usually GIS experts intend mre detailed metdata and General Public intend minimal metadata. Minimal Metadata General Public Number f users Mre detailed metadata Full Metadata GIS Experts Figure_2 : Metadata Cmpleteness (Gerc Hgeweg.2004 ). The catalg prtal can then be searched t find candidate datasets fr use. Just as in a library search, each metadata recrd in a GIS catalg prtal can be viewed. Optinally, users can cnnect t and explre the actual dataset t make a decisin abut its ptential use. This is a critical functin necessary fr advanced GIS applicatins. In additin, the GIS Metadata Catalg can be thught f as the rganizing framewrk fr a GIS just as the card catalg reflects the rganizatin f the library as a system, such as the rganizatin f its shelves. Similarly, a GIS netwrk and its catalg prtals can be thught f as the rganizing framewrk fr a multirganizatin GIS (e.g., a state r natinal GIS). Each GIS requires a catalg that dcuments its data hldings and prvides fast access t them. The gal f metadata must be t create cnsistent dcumentatin fr these hldings s that searches wrk acrss GIS systems. Gazetteer Map-based search Search n cmmn fields Metadata search (a) (b) (c) Figure_3 : GIS Catalag (a): Catalg search, (b): Gazetteer, (c): Search result
4 4. Best Practices fr Implementing SDI There are already many examples f catalg prtals many f which are GIS prtals that supprt infrmatin search and discvery. A shrt review f a few very typical Web prtals prvides a helpful cntext t gain a brader understanding f what s available, hw they wrk, and sme f the key characteristics that will be imprtant t build a wrking, practical Spatial Data Infrastructure (ESRI. March 2003). GIS Prtals The URL f the FGDC Clearinghuse, which is a cllectin f GIS sites, knwn as Clearinghuse Ndes. T search many catalgs, yu perfrm a distributed search acrss selected ndes. The distributed search methd has nt wrked well in practice fr numerus reasns (e.g., search sites may nt be nline s n guaranteed results; each site takes a perfrmance hit fr every search; there is ne result set t investigate fr each search nde, making cmparisns difficult; perfrmance is dismal). Recent studies indicate that search users cnnect directly t selected ndes and brwse fr data, which is als quite inefficient. a. The Gespatial Data Clearinghuse is a cllectin f ver 250 spatial data servers, that have digital gegraphic data primarily fr use in Gegraphic Infrmatin Systems (GIS), image prcessing systems, and ther mdelling sftware. These data cllectins can be searched thrugh a single interface based n their descriptins, r "metadata." Click n the name f a Clearinghuse Gateway n the map belw that is clsest t yu and yu will be presented with a selectin f query frms. All entry pints r gateways shwn have exactly the same lists f servers. b. ESRI s central catalg prtal, where users can search fr, discver, and directly cnnect t numerus GIS Web services and Data Dwnlad sites. The Gegraphy Netwrk references datasets and services fr vlunteer GIS participants. Additinal sites have been added ver time t help ESRI learn abut best practices and methds. c. The GIS catalg prtal fr the U.S. Bureau f Land Management and the U.S. Frest Service is built using the same technlgy as the Gegraphy Netwrk. Its gal is t prvide an access prtal t Federal Lands infrmatin including the Public Land Survey System (PLSS) d. Brwsing each Web site with its wn unique layut and design is the mst typical access methd used tday fr finding GIS data. This is the State f Minnesta s site fr GIS data search and acquisitin. Mst GIS use at such sites is t search fr data by brwsing the Web pages at this site e. natinalmappilt/ index.htm The State f Delaware s DataMIL site is an example Web site fr searching and delivering data layers as part f the USGS Natinal Map. Als listed is the State f Texas Gegraphy Netwrk prtal fr searching and finding GIS data Statewide. These are tw in a series f GIS sites that prvide mdern GIS catalg services fr searching.
5 5. Using ESRI sftware in Cllabratin with Other GIS s In 2001, ESRI began t discuss g.net a new architecture fr sharing and using gegraphic infrmatin system (GIS) infrmatin frm distributed surces. g.net is an architectural visin fr hw ESRI users build parts f and participate in a Spatial Data Infrastructure. g.net describes hw ArcGIS, ArcIMS, and ther ESRI sftware technlgy are used. ArcGIS, ArcIMS, ArcSDE, and ther ESRI sftware can be used t implement all f the functinal ndes in a Spatial Data Infrastructure. This architecture is knwn as g.net. ArcGIS tls can be used fr SDI in the fllwing ways (ESRI. March 2003): Client access - Any GIS user wishing t access infrmatin and services remtely can cnnect t and use metadata servers and GIS prtals.arcims includes a range f client applicatins t cnnect t and use standards-based Metadata Servers and GIS prtals. ArcIMS clients can include the Metadata Explrer, varius HTML- and Java -based Webmapping clients, and ther GIS desktps. These include ArcReader, ArcView, ArcEditr, ArcInf, MapObjects fr Java, and ArcPad. Create, manage, and serve metadata- With ArcGIS, users can create and update FGDC- and ISO-cmpliant metadata. Using the standards-based ArcIMS Metadata Server and ArcSDE, users can manage and serve metadata catalgs n a lcal netwrk, a secure netwrk, r the Wrld Wide Web. The ArcIMS Metadata Server can be accessed thrugh standards-based ArcIMS services and thrugh Open GIS prtcls, such as Z Create, manage, and serve GIS infrmatin- GIS users build and manage their gegraphic data and infrmatin using ArcGIS and ArcSDE. They can penly serve data, metadata, nline maps, and ther infrmatin using ArcIMS. ArcIMS services can be accessed with a wide range f clients via GIS and XML-based Web services standards. System Cmpnents GIS Prtal Cmpnents GIS Prtal Applicatin Tl Cmpnents (ArcWeb App Objects) ArcIMS Java Cnnectr ArcIMS System Envirnments HTML, HTTP, XSL, XML, JSP Java Beans, Servlets Spatial Management Cmpnents Data Management Cmpnents ArcIMS App/Spatial Servers ArcIMS ArcSDE RDBMS Data TCP/IP, Sckets SQL Figure_4: ESRI GIS Prtal Architecture (Gerc Hgeweg.2004) 6. The rle f standards fr SDI and key cntent and metadata specificatins Until the mid-'90s, rganizatins purchased gegraphic infrmatin systems that clsely tied applicatins t a native, prprietary spatial data mdel. These early nnrelatinal file structures were highly ptimized fr fast access t data and, being file based, were relatively easy t distribute between sites using the same GIS vendr sftware. Hwever, the ability t share data amng users within an rganizatin was limited by netwrk prtcls such as netwrk file system (NFS). Data sharing between rganizatins with different GIS vendr systems was limited t data cnverters, transfer standards, and later pen file frmats. Sharing spatial data with ther cre business applicatins was rarely achieved. Gradually, GIS mdels evlved int gerelatinal structures where related attribute data culd be stred in a relatinal database that was linked t the file-based spatial features. Hwever, the gerelatinal frmat had limited scalability, and the dual data structure (spatial features stred in prprietary file-based frmat with attributes stred in a relatinal database) meant that the GIS culd nt take full advantage f relatinal database features such as backup and recvery, replicatin, and fail-ver. In additin, supprting large data layers required the use f cmplex tiling structures t maintain perfrmance, and sharing spatial infrmatin with ther cre business applicatins was still nt pssible. In the mid-'90s, new technlgy emerged that enabled spatial data t be stred in relatinal databases (ften referred t as spatially enabling the database), pening a new era f brad scalability and the supprt f large, nntiled, cntinuus data layers. When the new spatially enabled databases were cmbined with client develpment envirnments that culd be embedded within cre business applicatins, the sharing f spatial features with cre business applicatins, such as custmer management systems, became pssible. In additin, these spatially enabled databases allwed rganizatins t take the first steps tward enterprise GIS and the eliminatin f
6 rganizatinal "spatial data islands." Perhaps nt cincidently, the pen GIS mvement was spawned shrtly after the arrival f the first all-relatinal mdels capable f string bth spatial and attribute data in a relatinal database when standards rganizatins, such as the Open GIS Cnsrtium (OGC), the Internatinal Organizatin fr Standardizatin, and the U.S. Federal Gegraphic Data Cmmittee, began prmting the idea f data sharing thrugh spatial data standards. The early wrk f these rganizatins was fcused n sharing simple spatial features in a relatinal database, thereby enabling interperability between the cmmercial GIS vendrs. OGC, an internatinal industry cnsrtium f private cmpanies, gvernment agencies, and universities, published an pen spatial standard called the Simple Features Specificatin. T fully realize the capability and benefits f gegraphic infrmatin and GIS technlgy, spatial data needs t be shared and systems need t be interperable. GIS technlgy prvides the framewrk fr a shared spatial data infrastructure and a distributed architecture. It is very imprtant that a GIS prduct has develped its prducts based n pen standards t ensure a high level f interperability acrss platfrms, databases, develpment languages, and applicatins. The GIS cmmunity in general has been pursuing pen standards and interperability fr many years. Apprachs listed belw play a significant rle in GIS interperability (ESRI. Summer 2003). Data Cnverters (DLG, TIGER, MOSS, GIRAS, IGDS) Standart Interchange Frmats (SDTS, DXF,GML) Open File Frmats (VPF, Shapefiles,DGN) Direct read applicatin prgramming interface (ArcSDE API, CAD reader, ArcSDE CAD Client) Cmmn feature in a DBMS (OGC Simple Feature Specificatin fr SQL) Integratin f standardized GIS Web services (OGC WMS (Web Map Server), OGC WFS (Web Feature Server)) that the GIS cmmunity has been pursuing pen interperability fr many years, and the slutins t achieving this gal have changed with the develpment f new technlgies. In the early days f GIS, the fcus, with rare exceptins, was n individual, islated prjects. Tday the fcus is n the integratin f spatial data and analysis in the missin-critical business prcesses and wrk flws f the enterprise and n increasing the return n investment (ROI) in GIS technlgy and databases by imprving interperability, decisin making, and service delivery. A GIS must prduce useful infrmatin prducts that can be shared amng multiple users, while at the same time prvide a cnsistent infrastructure t ensure data integrity. It is imprtant nt t get caught up in the technlgy and frget this basic principle. Interperability enables the integratin f data between rganizatins and acrss applicatins and industries, resulting in the generatin and sharing f mre useful infrmatin. 8. References ESRI. Summer 2003 Standarts and Interperability ESRI Internatinal User Cnference ESRI. March 2003 Implementing a metadata catalg prtal in a GIS netwrk Gerc Hgeweg.2004 ESRI GIS Prtal Tlkit presentatin 9. Authr Cntact Adress Dr. Emin BANK Surveying Engineer, Ms.Sc. ISLEM Gegraphic Infrmatin Systems&Engineering C.Ltd. 13. Cad N: 14, Beysukent ANKARA, TURKEY Tel: Fax: Mail: ebank@islem.cm.tr 7. Cnclusin The Spatial Data Infrastructure (SDI) cncept describes requirements fr cmputer technlgies, plicies, and peple necessary t prmte the sharing f gegraphic infrmatin thrughut all levels f gvernment, private industry, Nn- Gvernmental Organizatins (NGOs), and the academic cmmunity (ESRI. March 2003). The SDI intercnnects GIS ndes acrss the Internet and, in many cases, ver secure netwrks t share infrmatin with ne anther penly (i.e., based n the best available set f wrking, widely adpted practices and methds). These and ther types f GIS prtals are being built at natinal, state, and lcal levels fr gegraphic infrmatin access and sharing. It is expected that many f these prtals will be central sites that users can readily access and search. In early years, the cnstraints f cmputatinal speed and cst caused GIS vendrs t fcus n practical slutins such as direct file cnversin. Data sharing between rganizatins with different GIS vendr systems was limited t data cnverters, transfer standards, and later pen file frmats. Sharing spatial data with ther cre business applicatins was rarely achieved. Tday, mst GIS prducts directly read and smetimes dynamically transfrm data with minimal time delay. The pint here is
ArcWhatever: 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 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 informationLand 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 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 informationIIC and the Hydrographic Data Value Chain
IIC and the Hydrgraphic Data Value Chain Jan 25 2016 Jhn Cnyn Derrick Peytn IIC Technlgies Inc IIC & the Hydrgraphic Data Value Chain Backgrund n IIC The Hydrgraphic Data Value Chain IIC and MSDI MSDI
More informationMisc. 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 informationModels of Curriculum Development for Spatial Thinking across the College Curriculum USC
Mdels f Curriculum Develpment fr Spatial Thinking acrss the Cllege Curriculum Spatial @ USC Jhn P. Wilsn Spatial Thinking acrss the Cllege Curriculum Specialist Meeting University f Califrnia at Santa
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 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 informationWeb-based GIS Systems for Radionuclides Monitoring. Dr. Todd Pierce Locus Technologies
Web-based GIS Systems fr Radinuclides Mnitring Dr. Tdd Pierce Lcus Technlgies Lcus Technlgies 2014 Overview What is the prblem? Nuclear pwer plant peratrs need t mnitr radinuclides t safeguard the envirnment
More informationAdvice to 1968 Software Engineers
Advice t 1968 Sftware Engineers Sftware Evlutin Prgram Understanding Security - Daniel, Brad, Dave, Gerge Sftware Evlutin Sftware will have t g thrugh cntinual change in rder t adapt with its envirnment
More informationStatistical analysis of geospatial information and relevance of SDI s Standards. The Brazilian case
Statistical analysis f gespatial infrmatin and relevance f SDI s Standards Statit The Brazilian case Claudi Stenner Crdinatr f Gegraphy Brazilian Institute f Gegraphy and Statistics - IBGE Internatinal
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 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 informationThis project has received funding from the European Union s Horizon 2020 research and innovation programme under grant agreement number
This prject has received funding frm the Eurpean Unin s Hrizn 2020 research and innvatin prgramme under grant agreement number 727524. Credit t & http://www.h3uni.rg/ https://ec.eurpa.eu/jrc/en/publicatin/eur-scientific-andtechnical-research-reprts/behaviural-insights-appliedplicy-eurpean-reprt-2016
More informationTP1 - 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 informationGENESIS 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 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 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 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 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 informationPrinciples of Carbonate Reservoirs
Online In-Service Training and Supprt Prgram Hands-n technical presentatins and exercises, tls, techniques, wrkflws, vide recrdings, and case studies Principles f Carbnate Reservirs Understand the micr
More informationRelativity Integration Points Guide. July 3, 2018 Version
Relativity Integratin Pints Guide July 3, 2018 Versin 9.6.50.31 Fr the mst recent versin f this dcument, visit ur dcumentatin website. Table f Cntents 1 Relativity Integratin Pints 4 1.1 Integratin Pints
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 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 informationOpen 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 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 information8 th Grade Math: Pre-Algebra
Hardin Cunty Middle Schl (2013-2014) 1 8 th Grade Math: Pre-Algebra Curse Descriptin The purpse f this curse is t enhance student understanding, participatin, and real-life applicatin f middle-schl mathematics
More informationProfessional 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 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 informationKepler'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 informationTRAINING GUIDE. Overview of Lucity Spatial
TRAINING GUIDE Overview f Lucity Spatial Overview f Lucity Spatial In this sessin, we ll cver the key cmpnents f Lucity Spatial. Table f Cntents Lucity Spatial... 2 Requirements... 2 Supprted Mdules...
More informationMODULE 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 informationFacilitating landlocked and least developed country SMEs participation in trade
Facilitating landlcked and least develped cuntry SMEs participatin in trade by the Hn. Mr. Ousavanh Thiengthepvngsa President f the Yung Entrepreneurs Assciatin f La PDR Email: usavanh@skcrpratin.cm Intrductin
More informationBuilding Consensus The Art of Getting to Yes
Building Cnsensus The Art f Getting t Yes An interview with Michael Wilkinsn, Certified Master Facilitatr and authr f The Secrets f Facilitatin and The Secrets t Masterful Meetings Abut Michael: Mr. Wilkinsn
More informationDraft Action Plan for GIS Recommendations -Ian Hamilton
GIS Rad Map [Cncept Nte] 1 Draft Actin Plan fr GIS Recmmendatins -Ian Hamiltn The Natinal Capital Regin Planning Bard (NCRPB) has the mandate fr preparing a Reginal Plan fr the develpment f the NCR and
More informationA Correlation of. to the. South Carolina Academic Standards for Mathematics Precalculus
A Crrelatin f Suth Carlina Academic Standards fr Mathematics Precalculus INTRODUCTION This dcument demnstrates hw Precalculus (Blitzer), 4 th Editin 010, meets the indicatrs f the. Crrelatin page references
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 informationCompetency Statements for Wm. E. Hay Mathematics for grades 7 through 12:
Cmpetency Statements fr Wm. E. Hay Mathematics fr grades 7 thrugh 12: Upn cmpletin f grade 12 a student will have develped a cmbinatin f sme/all f the fllwing cmpetencies depending upn the stream f math
More informationWeathering. 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 informationCAUSAL 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 informationSample questions to support inquiry with students:
Area f Learning: Mathematics Calculus 12 Big Ideas Elabratins The cncept f a limit is fundatinal t calculus. cncept f a limit: Differentiatin and integratin are defined using limits. Sample questins t
More informationChapter 3: Cluster Analysis
Chapter 3: Cluster Analysis } 3.1 Basic Cncepts f Clustering 3.1.1 Cluster Analysis 3.1. Clustering Categries } 3. Partitining Methds 3..1 The principle 3.. K-Means Methd 3..3 K-Medids Methd 3..4 CLARA
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 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 informationProvided by TryEngineering -
Prvided by TryEngineering - Lessn Fcus In this lessn, students build spinning tps ut f everyday materials. Their challenge is t design a spinning tp that can spin fr at least 10 secnds within a circle
More informationEnglish 10 Pacing Guide : Quarter 2
Implementatin Ntes Embedded Standards: Standards nted as embedded n this page are t be cntinuusly spiraled thrughut the quarter. This des nt mean that nging explicit instructin n these standards is t take
More informationSubmission to the Cross Community Working Group on Names Related Functions (CWG-IANA) on the Draft Transition Proposal
Submissin t the Crss Cmmunity Wrking Grup n Names Related Functins (CWG-IANA) n the Draft Transitin Prpsal 22 December 2014 Intrductin This is InternetNZ s respnse t the public cnsultatin n a Draft Transitin
More informationArea of Learning: Mathematics Pre-calculus 12
Area f Learning: Mathematics Pre-calculus 12 Big Ideas Elabratins Using inverses is the fundatin f slving equatins and can be extended t relatinships between functins. Understanding the characteristics
More informationMission Action Planning in the diocese of St Albans
The Dicese f St Albans Missin Actin ning in the dicese f St Albans Intrductin Missin Actin ning is a central element in the new dicesan initiative. This initiative is an invitatin t the peple, parishes
More informationTHE 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 informationMath 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 informationRevision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax
.7.4: Direct frequency dmain circuit analysis Revisin: August 9, 00 5 E Main Suite D Pullman, WA 9963 (509) 334 6306 ice and Fax Overview n chapter.7., we determined the steadystate respnse f electrical
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 informationI. Analytical Potential and Field of a Uniform Rod. V E d. The definition of electric potential difference is
Length L>>a,b,c Phys 232 Lab 4 Ch 17 Electric Ptential Difference Materials: whitebards & pens, cmputers with VPythn, pwer supply & cables, multimeter, crkbard, thumbtacks, individual prbes and jined prbes,
More informationDesign and Simulation of Dc-Dc Voltage Converters Using Matlab/Simulink
American Jurnal f Engineering Research (AJER) 016 American Jurnal f Engineering Research (AJER) e-issn: 30-0847 p-issn : 30-0936 Vlume-5, Issue-, pp-9-36 www.ajer.rg Research Paper Open Access Design and
More informationWriting Guidelines. (Updated: November 25, 2009) Forwards
Writing Guidelines (Updated: Nvember 25, 2009) Frwards I have fund in my review f the manuscripts frm ur students and research assciates, as well as thse submitted t varius jurnals by thers that the majr
More informationNGSS 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 information3267 Progress Drive Suite 137 Orlando, FL
Cmpany Descriptin NanSpective specializes in materials science with special emphasis n nanscale materials characterizatin. The cmpany prvides analytical services and cnsultatin t a wrldwide market ffering
More informationEric Klein and Ning Sa
Week 12. Statistical Appraches t Netwrks: p1 and p* Wasserman and Faust Chapter 15: Statistical Analysis f Single Relatinal Netwrks There are fur tasks in psitinal analysis: 1) Define Equivalence 2) Measure
More informationWe can see from the graph above that the intersection is, i.e., [ ).
MTH 111 Cllege Algebra Lecture Ntes July 2, 2014 Functin Arithmetic: With nt t much difficulty, we ntice that inputs f functins are numbers, and utputs f functins are numbers. S whatever we can d with
More informationCEE3430 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 informationMACHINE LEARNING FOR CLUSTER- GALAXY CLASSIFICATION
MACHINE LEARNING FOR CLUSTER- GALAXY CLASSIFICATION Silvia de Castr García Directres: Dr. Ricard Pérez Martínez, Dra. Ana María Pérez García 16/03/2018 Machine Learning fr cluster-galaxy classificatin
More informationRoles That GIS Plays in Transit Enterprise IT To Support Transit Operations and Management
Washingtn Metrplitan Area Transit Authrity Rles That GIS Plays in Transit Enterprise IT T Supprt Transit Operatins and Management Minhua Wang GIS Enterprise Architect mwang@wmata.cm Zhen L GIS System Administratr
More informationBASD 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 informationBiocomputers. [edit]scientific Background
Bicmputers Frm Wikipedia, the free encyclpedia Bicmputers use systems f bilgically derived mlecules, such as DNA and prteins, t perfrm cmputatinal calculatins invlving string, retrieving, and prcessing
More informationDetermining Optimum Path in Synthesis of Organic Compounds using Branch and Bound Algorithm
Determining Optimum Path in Synthesis f Organic Cmpunds using Branch and Bund Algrithm Diastuti Utami 13514071 Prgram Studi Teknik Infrmatika Seklah Teknik Elektr dan Infrmatika Institut Teknlgi Bandung,
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 informationArea of Learning: Mathematics Foundations of Mathematics and Pre-calculus 10
Area f Learning: Mathematics Fundatins f Mathematics and Pre-calculus 10 Big Ideas Elabratins Algebra allws us t generalize relatinships thrugh abstract thinking. generalize: The meanings f, and cnnectins
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 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 informationDetermining the Accuracy of Modal Parameter Estimation Methods
Determining the Accuracy f Mdal Parameter Estimatin Methds by Michael Lee Ph.D., P.E. & Mar Richardsn Ph.D. Structural Measurement Systems Milpitas, CA Abstract The mst cmmn type f mdal testing system
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 informationComputational 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 informationNUMBERS, MATHEMATICS AND EQUATIONS
AUSTRALIAN CURRICULUM PHYSICS GETTING STARTED WITH PHYSICS NUMBERS, MATHEMATICS AND EQUATIONS An integral part t the understanding f ur physical wrld is the use f mathematical mdels which can be used t
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 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 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 informationChanges to Aviation Weather Center Products/Services
Changes t Aviatin Weather Center Prducts/Services Cllabrative Aviatin Weather Statement Autmated CCFP Area Frecasts Replaced with Hires SIGMET/AIRMET Better Website Better ADDS backend Cllabrative Aviatin
More informationChapter 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 informationWest Deptford Middle School 8th Grade Curriculum Unit 4 Investigate Bivariate Data
West Deptfrd Middle Schl 8th Grade Curriculum Unit 4 Investigate Bivariate Data Office f Curriculum and Instructin West Deptfrd Middle Schl 675 Grve Rd, Paulsbr, NJ 08066 wdeptfrd.k12.nj.us (856) 848-1200
More informationModule 4: General Formulation of Electric Circuit Theory
Mdule 4: General Frmulatin f Electric Circuit Thery 4. General Frmulatin f Electric Circuit Thery All electrmagnetic phenmena are described at a fundamental level by Maxwell's equatins and the assciated
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 informationThe 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 informationCollege of Engineering Writing & Communication Resource Center
Cllege f Engineering Writing & Cmmunicatin Resurce Center 1250 BELLFLOWER BLVD. LONG BEACH, CA 90840 VIVIAN ENGINEERING CENTER 128B MS Thesis/Prject Wrkshp Handut The Scpe/Abstract The Abstract What? An
More informationRadioactive MARC Records Specifications
Draft January 1, 2005 [Supersedes December 7, 2004 Draft] Prepared by William E. Men Cntents 1. Intrductin...1 2. Types f Recrds...2 3. Recrd Identificatin and Versin Infrmatin... 3 3.1 Use f the 001...3
More informationComments on draft SNA chapter: Chapter 25: Informal aspects of the economy
Cmments n draft SNA chapter: Chapter 25: Infrmal aspects f the ecnmy Deadline fr s: 30 September 2008 Send s t: sna@un.rg Yur name: Yur cuntry/rganizatin: Cntact (e.g. email address): Mr Sanjiv Mahajan
More informationPublic Key Cryptography. Tim van der Horst & Kent Seamons
Public Key Cryptgraphy Tim van der Hrst & Kent Seamns Last Updated: Oct 5, 2017 Asymmetric Encryptin Why Public Key Crypt is Cl Has a linear slutin t the key distributin prblem Symmetric crypt has an expnential
More informationA Scalable Recurrent Neural Network Framework for Model-free
A Scalable Recurrent Neural Netwrk Framewrk fr Mdel-free POMDPs April 3, 2007 Zhenzhen Liu, Itamar Elhanany Machine Intelligence Lab Department f Electrical and Cmputer Engineering The University f Tennessee
More informationEmphases 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 informationInternal vs. external validity. External validity. This section is based on Stock and Watson s Chapter 9.
Sectin 7 Mdel Assessment This sectin is based n Stck and Watsn s Chapter 9. Internal vs. external validity Internal validity refers t whether the analysis is valid fr the ppulatin and sample being studied.
More informationInternship Programme of German Business for the Countries of Western Balkans. How to complete your application?
Befre applying please make sure that yu fulfil the precnditins: Undergraduate students wh are enrlled in the 5th semester r higher when applying, Master r PhD students and yung graduates wh graduated after
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 informationLecture 13: Electrochemical Equilibria
3.012 Fundamentals f Materials Science Fall 2005 Lecture 13: 10.21.05 Electrchemical Equilibria Tday: LAST TIME...2 An example calculatin...3 THE ELECTROCHEMICAL POTENTIAL...4 Electrstatic energy cntributins
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 informationI.S. 239 Mark Twain. Grade 7 Mathematics Spring Performance Task: Proportional Relationships
I.S. 239 Mark Twain 7 ID Name: Date: Grade 7 Mathematics Spring Perfrmance Task: Prprtinal Relatinships Directins: Cmplete all parts f each sheet fr each given task. Be sure t read thrugh the rubrics s
More informationSPECIMEN. Candidate Surname. Candidate Number
Candidate Frename General Certificate f Secndary Educatin Mdern Freign Languages Prtuguese - Writing Specimen Paper Candidates answer n the questin paper. Additinal materials: nne Centre Number Candidate
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 informationArea of Learning: Mathematics Pre-calculus 11. Algebra allows us to generalize relationships through abstract thinking.
Area f Learning: Mathematics Pre-calculus 11 Big Ideas Elabratins Algebra allws us t generalize relatinships thrugh abstract thinking. generalize: The meanings f, and cnnectins between, peratins extend
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 information