Big Data Processing and Apps for Citizens' Observatories - The CITI-SENSE Approach
|
|
|
- Hubert Barrie Mills
- 10 years ago
- Views:
Transcription
1 Big Data Processing and Apps for Citizens' Observatories - The CITI-SENSE Approach VGI and Crowdsourcing session, Lisbon, Portugal Thursday May 28 th, 2015, Arne J. Berre, [email protected]
2 5 Citizen Observatory projects
3 Crowdsourcing workshop: Citizens Observatories Infrastructures for Citizen Science and Crowd Sourcing - concepts, methodologies, apps and sensors with INSPIRE in mind, Friday May 29 th,
4 Dates: 01/10/ /09/2016 Duration: 48 months Budget:12M Partners: 28 partner organisations from Europe, Israel, South Korea and Australia Grant agreement nº: Project web portal: Citizens observatory central web portal: CITI-SENSE Project data
5 CITI-SENSE partners
6 CITI-SENSE Development of sensor-based Citizens Observatory Community for improving quality of life in cities Citizens observatories communities that share technological solutions, information products and services and community participatory methods. Complementing established environmental data and information systems, improving local environmental decision making. Nine cities (Barcelona, Belgrade, Edinburgh, Haifa, Ljubljana, Oslo, Ostrava, Vienna, Vitoria) use sensors to gather data on outdoor urban spaces and indoor school environments.
7 CITI-SENSE Mobile Sensors
8 CITI-SENSE Sensor platforms for Air Quality Sensors Mobile Personal Sensor Package (PSP) Solution/apps Ateknea with Sensing&Control (In Crowdsourcing workshop, Outdoor session in Lisbon on Friday May 29th, ) Atmospheric sensors Atmospheric Geotech/EnviroLogger Geotech Radon sensor OBEO SenseItNow Spanish Vittoria app with SensApp/WFS NILU, Tecnalia, (SINTEF) DUNAVNET platform Dunavnet VESNA platform JSI
9 Personal Sensor Pack (PSP) The Personal Sensor Pack developed by Ateknea is equipped with the following sensors: NO 2, O 3, CO (ppb) Temperature ( C) Relative Humidity (%) USB connectivity Bluetooth 2.0 New version released May 2015
10 In situ sensors
11 SenseItNow app
12 VESNA App This project has received funding from the European Union s Seventh Framework Programme for research, technological development and demonstration under grant agreement no of 21
13 CITI-SENSE Platform Human Sensor Data Service MANAGE OBSERVE -Static --Mobile --Questions PUBLISH DISCOVER COMPOSE VISUALISE ANALYSE ACT NOTIFY Sensor Application Platforms VESNA Dunavnet. GEOSS Common Infrastructure(GCI) Discovery& Access Broker (DAB) Component& Service Registry (CSR)
14 XYZ Sensor package NN App SenseItNow App SensApp Log SensApp Android XYZ portal CivicFlow portal CITI- SENSE portal XYZ Server CivicFlow Server SensApp Server GEOSS, GMES, Copernicus GNSS INSPIRE, Spatial and Environmental Data Services Platform (SEDS) WFS-T interface Sensor Registration Service Sensor Data Ingest Service Data Storage and Processing Service Data Publication Service Event Notification (optional future) Linked Data Platform (optional future)
15 CITI-SENSE Platform Data flow dfd Data Flow Diagram GEOSS SensApp Platform Sensor Data Provider Data Ingestion Services Data Validation Spatial & Environmental Data Platform Data Publication Services Data Consumers Sensor Data Provider Authentication Linked Data Platform Authentication Sensor Data Provider
16 CITI-SENSE and GEOSS
17 GEOSS and Community portals GEOSS User Resources Providers Discovery & Access GEOSS Registries: Standards & Interoperability User Requirements Best Prac ces Wiki Register * Prototype capabili es Service Monitoring GCI Architecture Component & Service Registry (CSR) GEOSS Resources GEO Web Portal Discovery and Access Broker (DAB) Clearinghouse (CH) Services and SW Applica ons e.g. So ware, Data Access, Processing, Community Portals, Documents harvest GEOSS GEOSS Common Infrastructure Seman c Component* Integrated/Federated EO Discovery/Access Systems e.g. GENESI, CWIC, FedEO* real- me search data data EO data Catalogues & Repositories e.g. IDN, INSPIRE, geo.data.gov Link from GEOSS Portal Community View of GEOSS Resources GCI Access to Community Infrastructure Enables Integration of GEOSS and non-geoss Registered Resources Community Infrastructure Community Catalogue Community Portals Community Broker Helper Application s Community Data, Information, Services and Applications Citizens Observatory Portals Register Community Resources as Appropriate
18 Human Sensor Data Service MANAGE OBSERVE PUBLISH DISCOVER COMPOSE DISCUSS ANALYSE ACT NOTIFY GEOSS/INSPIRE/Member State Common Infrastructures Registries Components & Services GEO Portals Discovery Service Citizen Participation CITI-SENSE Observatory User Empowerment Social media Protocol for Citizen Empowerment Web Apps, Mobile Apps, GEO-PORTALS, REPORTING Standards & Interoperability Discovery & View Application CITI-SENSE Products and Services Best Practices Metadata editor Business Process Tier User Requirements Vocabularies GEOSS Clearinghouse Registers: Ontologies App Schemas.. User & Rights Management Workflow Management & Orchestration (Service Chaining) Uncertainty Handling & Provenance Semantic Annotation, Mediation & Discovery Data Composition & Fusion Services Visualisation & Portrayal Services Model Transformation & Model-as-a Service Smart Phone Mobile Sensors Sensor Platform Tier In situ/mobile Sensors Data Access Tier Mobile Devices, Apps, VGI Bluetooth Low Energy (BLE) Wi-Fi Intelligent Gateways Adaptive Sensors (ThingML, Contiki, TinyOS, ) OGC Web Services (WFS, WCS, SOS) Event Services (WS-N, SAS, SES) Linked Data Services Download Services
19 The Big Data V's Volume Velocity Variety Veracity Value Data at Rest Terabytes to exabytes of existing data to process Data in Motion Streaming data, requiring msecondsto respond Data in Many Forms Structured, unstructured, text, multimedia, Data in Doubt Uncertainty due to data inconsistency & incompleteness, ambiguities, latency, deception Data into Money Business models can be associated to the data Operational, Archive Big Data Processing WFS, Linked Data
20 Big Data stream processing with predictions and detection of events
21 ProaSense Big Data Event architecture Storm MongoDB Kafka
22
23 Apache Storm Bolts and spouts Stream-based communication Polling input, push-based internals Distributed and resilient 23
24 Extending CITI-SENSE with Linked Data This project has received funding from the European Union s Seventh Framework Programme for research, technological development and demonstration under grant agreement no of 21
25 How can we simplify Linked Open Data publication and consumption?
26 DaPaaS Enablers Grafter Grafterizer (Graphical Tool & DSL) DaPaaS platform RDF database-as-a-service RDF DDP PLUQI Open Data Visualizationas-a-service
27 Citizens Observatories Web Portals
28 Thank you for your attention! Find us on CITI-SENSE CO s central web portal: Common CO project s web site: LinkedIn: Facebook: Twitter: [email protected] CITI-SENSE web site:
Big Data, Integration and Governance: Ask the Experts
Big, Integration and Governance: Ask the Experts January 29, 2013 1 The fourth dimension of Big : Veracity handling data in doubt Volume Velocity Variety Veracity* at Rest Terabytes to exabytes of existing
CDI/THREDDS Interoperability: the SeaDataNet developments. P. Mazzetti 1,2, S. Nativi 1,2, 1. CNR-IMAA; 2. PIN-UNIFI
CDI/THREDDS Interoperability: the SeaDataNet developments P. Mazzetti 1,2, S. Nativi 1,2, 1. CNR-IMAA; 2. PIN-UNIFI Outline Interoperability Issues in SeaDataNet A broker solution for CDI/THREDDS interoperability
http://opendata.comune.fi.it
The Environmental Observation Web and its Service Applications within the Future Internet OPENDATA IN CITY OF FLORENCE Gianluca Vannuccini Head of the IT Infrastructure Development Office IT Department
DGE /DG Connect. 25-6-2015 www.bdva.eu
DGE /DG Connect 1 CHALLENGES, SOLUTIONS AND VISIONS FOR THE EUROPEAN DATA ECONOMY Laure Le Bars SAP 2 BIG DATA WHAT S IT ALL ABOUT www.bdva.eu 25-6-2015 3 When is Data Big? Volume Velocity Variety Veracity
GeoNetwork, The Open Source Solution for the interoperable management of geospatial metadata
GeoNetwork, The Open Source Solution for the interoperable management of geospatial metadata Ing. Emanuele Tajariol, GeoSolutions Ing. Simone Giannecchini, GeoSolutions GeoSolutions GeoSolutions GeoNetwork
Spatial Data Infrastructures - trends and impacts on society. Max Craglia Joint Research Centre Digital Earth and Reference Data Unit
Spatial Data Infrastructures - trends and impacts on society Max Craglia Joint Research Centre Digital Earth and Reference Data Unit Outline Where we were 20 years ago Where we are now Where we are going
How To Use Data From Copernicus And Big Data To Help The Environment
Copernicus and Big Data: Challenges and Opportunities Alessandro Annoni European Commission Joint Research Centre www.jrc.ec.europa.eu Serving society Stimulating innovation Supporting legislation Big
Smart Cities require Geospatial Data Providing services to citizens, enterprises, visitors...
Cloud-based Spatial Data Infrastructures for Smart Cities Geospatial World Forum 2015 Hans Viehmann Product Manager EMEA ORACLE Corporation Smart Cities require Geospatial Data Providing services to citizens,
No Data Governance, No Actionable Insights
DATA SMALL DATA MASSIVE DATA No Data Governance, No Actionable Insights Ram Kumar Chief Information Officer, Asia Insurance Australia Group (IAG) Australia MORE DATA MEDIUM DATA LARGE DATA OBESE DATA June
SERVICE ORIENTED ARCHITECTURE
SERVICE ORIENTED ARCHITECTURE Introduction SOA provides an enterprise architecture that supports building connected enterprise applications to provide solutions to business problems. SOA facilitates the
GEOCOM PROJECT INTEGRATING DATA & TECHONOLOGIES
GEOCOM PROJECT INTEGRATING DATA & TECHONOLOGIES Lucio Colaiacomo Chief Technology Officer [email protected] Rationale for the project Providing support through our domain background & tech. expertise
SINTEF s. Open (Linked) Data projects portfolio (EC FP7 and H2020) Dumitru Roman. SINTEF, Norway. [email protected]
SINTEF s Open (Linked) Data projects portfolio (EC FP7 and H2020) Dumitru Roman SINTEF, Norway [email protected] Source: McKinsey http://www.mckinsey.com/insights/business_technology/open_data_unlocking_innovation_a
A standards-based open source processing chain for ocean modeling in the GEOSS Architecture Implementation Pilot Phase 8 (AIP-8)
NATO Science & Technology Organization Centre for Maritime Research and Experimentation (STO-CMRE) Viale San Bartolomeo, 400 19126 La Spezia, Italy A standards-based open source processing chain for ocean
Big Data Analytics Platform @ Nokia
Big Data Analytics Platform @ Nokia 1 Selecting the Right Tool for the Right Workload Yekesa Kosuru Nokia Location & Commerce Strata + Hadoop World NY - Oct 25, 2012 Agenda Big Data Analytics Platform
Building Semantic Content Management Framework
Building Semantic Content Management Framework Eric Yen Computing Centre, Academia Sinica Outline What is CMS Related Work CMS Evaluation, Selection, and Metrics CMS Applications in Academia Sinica Concluding
Collaborative Open Market to Place Objects at your Service
Collaborative Open Market to Place Objects at your Service D6.4.1 Marketplace integration First version Project Acronym COMPOSE Project Title Project Number 317862 Work Package WP6 Open marketplace Lead
Data collection architecture for Big Data
Data collection architecture for Big Data a framework for a research agenda (Research in progress - ERP Sense Making of Big Data) Wout Hofman, May 2015, BDEI workshop 2 Big Data succes stories bias our
SeaDataNet pan-european infrastructure for ocean and marine data management and its relation to EMODNet and GEOSS
SeaDataNet pan-european infrastructure for ocean and marine data management and its relation to EMODNet and GEOSS By Dick M.A. Schaap MARIS SeaDataNet Technical Coordinator Madrid Spain, 26 January 2012,
MOBILE ARCHITECTURE FOR DYNAMIC GENERATION AND SCALABLE DISTRIBUTION OF SENSOR-BASED APPLICATIONS
MOBILE ARCHITECTURE FOR DYNAMIC GENERATION AND SCALABLE DISTRIBUTION OF SENSOR-BASED APPLICATIONS Marco Picone, Marco Muro, Vincenzo Micelli, Michele Amoretti, Francesco Zanichelli Distributed Systems
Building the Internet of Things Jim Green - CTO, Data & Analytics Business Group, Cisco Systems
Building the Internet of Things Jim Green - CTO, Data & Analytics Business Group, Cisco Systems Brian McCarson Sr. Principal Engineer & Sr. System Architect, Internet of Things Group, Intel Corp Mac Devine
GetLOD - Linked Open Data and Spatial Data Infrastructures
GetLOD - Linked Open Data and Spatial Data Infrastructures W3C Linked Open Data LOD2014 Roma, 20-21 February 2014 Stefano Pezzi, Massimo Zotti, Giovanni Ciardi, Massimo Fustini Agenda Context Geoportal
Leveraging Big Data Technologies to Support Research in Unstructured Data Analytics
Leveraging Big Data Technologies to Support Research in Unstructured Data Analytics BY FRANÇOYS LABONTÉ GENERAL MANAGER JUNE 16, 2015 Principal partenaire financier WWW.CRIM.CA ABOUT CRIM Applied research
PICTURE Project Final Event. 21 May 2014 Minsk, Belarus
PICTURE Project Final Event 21 May 2014 Minsk, Belarus NESSI recent activities on Big Data and S/W Engineering Yannis Kliafas, ATC NESSI & EC Software Engineering Workshop; 26 May 2014 2 NESSI is the European
Cloud-based Infrastructures. Serving INSPIRE needs
Cloud-based Infrastructures Serving INSPIRE needs INSPIRE Conference 2014 Workshop Sessions Benoit BAURENS, AKKA Technologies (F) Claudio LUCCHESE, CNR (I) June 16th, 2014 This content by the InGeoCloudS
DATA ACCESS AT EUMETSAT
1 EUM/OPS/VWG/15/793789 v1a DATA ACCESS AT EUMETSAT Copernicus Climate Data Store Workshop ECMWF 3-6 March 2015 Harald Rothfuss Overview of Presentation 1. Introduction to EUMETSAT 2. EUMETSAT Data Access
The ebbits project: from the Internet of Things to Food Traceability
The ebbits project: from the Internet of Things to Food Traceability Smart AgriMatics2014 Contribution to session 5.2 Meat Information Provenance 18-19 June 2014 Paolo Brizzi Istituto Superiore Mario Boella
Use of OGC Sensor Web Enablement Standards in the Meteorology Domain. in partnership with
Use of OGC Sensor Web Enablement Standards in the Meteorology Domain in partnership with Outline Introduction to OGC Sensor Web Enablement Standards Web services Metadata encodings SWE as front end of
African European Georesources Observation System
African European Georesources Observation System Spatial Data Infrastructure (SDI) Dr. Andreas Barth, Bernd Torchala Beak, Germany Outline Project Overview AEGOS SDI data / services hardware / software
Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies
Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies Big Data: Global Digital Data Growth Growing leaps and bounds by 40+% Year over Year! 2009 =.8 Zetabytes =.08
Challenges. Department of Informatics University of Oslo. Presenter. [email protected]. October 25, 2011
Internet t of Things: Applications and Challenges Presenter Kashif Dar [email protected] INF9910: Cyber Physical Systems Department of Informatics University of Oslo October 25, 2011 Overview Internet
INSPIRE Infrastructure for Spatial Information in Europe. INSPIRE Network Services Architecture. Network Services Architecture Creator.
INSPIRE Infrastructure for Spatial Information in Europe Title Network Creator Network Drafting Team Date 19-07-2008 Subject Status Draft Publisher Network Drafting Team Type Text Description Network describes
Data Models For Interoperability. Rob Atkinson
Data Models For Interoperability Rob Atkinson Contents Problem Statement Conceptual Architecture Role of Data Models Role of Registries Integration of GRID and SDI Problem Statement How do we derive useful
Big Data and Society: The Use of Big Data in the ATHENA project
Big Data and Society: The Use of Big Data in the ATHENA project Professor David Waddington CENTRIC Lead on Ethics, Media and Public Disorder [email protected] Helen Gibson CENTRIC Researcher [email protected]
MyOcean Copernicus Marine Service Architecture and data access Experience
MyOcean Copernicus Marine Service Architecture and data access Experience Sophie Besnard CLS, Toulouse, France February 2015 MyOcean Story MyOcean Challenge & Success MyOcean Service MyOcean System MyOcean
CLOUD BASED SEMANTIC EVENT PROCESSING FOR
CLOUD BASED SEMANTIC EVENT PROCESSING FOR MONITORING AND MANAGEMENT OF SUPPLY CHAINS A VLTN White Paper Dr. Bill Karakostas [email protected] Executive Summary Supply chain visibility is essential
Metadata for Data Discovery: The NERC Data Catalogue Service. Steve Donegan
Metadata for Data Discovery: The NERC Data Catalogue Service Steve Donegan Introduction NERC, Science and Data Centres NERC Discovery Metadata The Data Catalogue Service NERC Data Services Case study:
Enabling embedded maps
Enabling embedded maps Case: National geoportal of Finland Antti Rainio National Land Survey of Finland Trends: Web Services, Mapping Mashup, Open Source, Open Data Decentralised data s Service interfaces
Fast Innovation requires Fast IT
Fast Innovation requires Fast IT 2014 Cisco and/or its affiliates. All rights reserved. 2 2014 Cisco and/or its affiliates. All rights reserved. 3 IoT World Forum Architecture Committee 2013 Cisco and/or
White Paper. How Streaming Data Analytics Enables Real-Time Decisions
White Paper How Streaming Data Analytics Enables Real-Time Decisions Contents Introduction... 1 What Is Streaming Analytics?... 1 How Does SAS Event Stream Processing Work?... 2 Overview...2 Event Stream
SAP and Hortonworks Reference Architecture
SAP and Hortonworks Reference Architecture Hortonworks. We Do Hadoop. June Page 1 2014 Hortonworks Inc. 2011 2014. All Rights Reserved A Modern Data Architecture With SAP DATA SYSTEMS APPLICATIO NS Statistical
An Esri White Paper June 2011 ArcGIS for INSPIRE
An Esri White Paper June 2011 ArcGIS for INSPIRE Esri, 380 New York St., Redlands, CA 92373-8100 USA TEL 909-793-2853 FAX 909-793-5953 E-MAIL [email protected] WEB esri.com Copyright 2011 Esri All rights reserved.
Deploying a Geospatial Cloud
Deploying a Geospatial Cloud Traditional Public Sector Computing Environment Traditional Computing Infrastructure Silos of dedicated hardware and software Single application per silo Expensive to size
Geographic Information Systems Research Center, Feng Chia University (GIS.FCU)
Geographic Information Systems Research Center, Feng Chia University (GIS.FCU) No. 100 Wenhwa Rd., Seatwen District, Taichung, 40724 Taiwan Telephone: +886-4-24516669 Facsimile: +886-4-24519278 The Development
Applying Semantic Web Technologies in Service-Oriented Architectures
Applying Semantic Web Technologies in Service-Oriented Architectures 24 August 2015 Semantic Web for Air Transportation (SWAT) Luis Bermudez - OGC Charles Chen - Skymantics Copyright 2015 Open Geospatial
Towards a Web of Sensors built with Linked Data and REST
Towards a Web of Sensors built with Linked Data and REST S. Turchi, L. Bianchi, F. Paganelli, F. Pirri, D. Giuli, Towards a web of sensors built with linked data and REST, 2013 IEEE 14th International
A Big Picture for Big Data
Supported by EU FP7 SCIDIP-ES, EU FP7 EarthServer A Big Picture for Big Data FOSS4G-Europe, Bremen, 2014-07-15 Peter Baumann Jacobs University rasdaman GmbH [email protected] Our Stds Involvement
Norwegian Satellite Earth Observation Database for Marine and Polar Research http://normap.nersc.no USE CASES
Norwegian Satellite Earth Observation Database for Marine and Polar Research http://normap.nersc.no USE CASES The NORMAP Project team has prepared this document to present functionality of the NORMAP portal.
Pan-European infrastructure for management of marine and ocean geological and geophysical data
Pan-European infrastructure for management of marine and ocean geological and geophysical data By Dick M.A. Schaap Geo-Seas Technical Coordinator March 2010 Supported by the European Commission FP7 - Research
ISA Work Programme SECTION I
ISA Work Programme SECTION I TABLE OF CONTENTS INTRODUCTION...4 1. THE CONTEXT...4 1.1. The need for the ISA programme...4 1.2. The political context...4 2. THE ISA PROGRAMME...5 3. THE EUROPEAN INTEROPERABILITY
ACE GIS Project Overview: Adaptable and Composable E-commerce and Geographic Information Services
ACE GIS Project Overview: Adaptable and Composable E-commerce and Geographic Information Services José Poveda, Michael Gould, Carlos Granell 64 Departamento de Lenguajes y Sistemas Informáticos Universitat
Motion Sensor Driven Gestrure Recognition for Future Internet Application Development
Driven Gestrure Recognition for Future Internet Application Development Kostas Stravoskoufos, Stelios Sotiriadis, Alexandros Preventis, Euripides G.M. Petrakis Intelligent Systems Laboratory Department
Service Oriented Architecture
Service Oriented Architecture Charlie Abela Department of Artificial Intelligence [email protected] Last Lecture Web Ontology Language Problems? CSA 3210 Service Oriented Architecture 2 Lecture Outline
Big Data Standardisation in Industry and Research
Big Data Standardisation in Industry and Research EuroCloud Symposium ICS Track: Standards for Big Data in the Cloud 15 October 2013, Luxembourg Yuri Demchenko System and Network Engineering Group, University
Digital libraries of the future and the role of libraries
Digital libraries of the future and the role of libraries Donatella Castelli ISTI-CNR, Pisa, Italy Abstract Purpose: To introduce the digital libraries of the future, their enabling technologies and their
Horizontal IoT Application Development using Semantic Web Technologies
Horizontal IoT Application Development using Semantic Web Technologies Soumya Kanti Datta Research Engineer Communication Systems Department Email: [email protected] Roadmap Introduction Challenges
Building a SDI for small countries the Portuguese example
Building a SDI for small countries the Portuguese example Rui Pedro Julião Instituto Geográfico Português Deputy Director-General [email protected] Abstract Portugal was one of the SDI pioneers in the beginning
What s new in Carmenta Server 4.2
What s new in Carmenta Server 4.2 A complete solution for cost-effective visualisation and distribution of GIS data through web services Carmenta Server provides cost-effective technology for building
Exploiting the power of Big Data
Exploiting the power of Big Data Timos Sellis School of Computer Science and Information Technology [email protected] ITECHLAW Asia-Pacific Conference, February 26-28, 2014 Melbourne Australia Timeline
GeoNetwork, The Open Source Solution for the interoperable management of geospatial metadata
GeoNetwork, The Open Source Solution for the interoperable management of geospatial metadata Ing. Simone Giannecchini, GeoSolutions Ing. Emanuele Tajariol, GeoSolutions Outline GeoNetwork Introduction
Call for experts for INSPIRE maintenance & implementation
INSPIRE Infrastructure for Spatial Information in Europe Call for experts for INSPIRE maintenance & implementation Title Creator Call for experts for INSPIRE maintenance & implementation EC & EEA INSPIRE
Big Data & Analytics for Semiconductor Manufacturing
Big Data & Analytics for Semiconductor Manufacturing 半 導 体 生 産 におけるビッグデータ 活 用 Ryuichiro Hattori 服 部 隆 一 郎 Intelligent SCM and MFG solution Leader Global CoC (Center of Competence) Electronics team General
Synergies between the Big Data Value (BDV) Public Private Partnership and the Helix Nebula Initiative (HNI)
Synergies between the Big Data Value (BDV) Public Private Partnership and the Helix Nebula Initiative (HNI) Sergio Andreozzi Strategy & Policy Manager, EGI.eu The Helix Nebula Initiative & PICSE: Towards
Design for Success. Elevating Your Product s Capabilities through a Cloud-Connectivity System
Design for Success Elevating Your Product s Capabilities through a Cloud-Connectivity System Today s presenters Scott Lederer Senior Software Architect Dave Burleton Vice President of Marketing LSR.com
Exploiting Data at Rest and Data in Motion with a Big Data Platform
Exploiting Data at Rest and Data in Motion with a Big Data Platform Sarah Brader, [email protected] What is Big Data? Where does it come from? 12+ TBs of tweet data every day 30 billion RFID tags
Geospatial Technology Innovations and Convergence
Geospatial Technology Innovations and Convergence Processing Big and Fast Data: Best with a Multi-Model Database Steven Hagan Vice President Oracle Database Server Technologies August, 2015 Data Volume
Industry 4.0 and Big Data
Industry 4.0 and Big Data Marek Obitko, [email protected] Senior Research Engineer 03/25/2015 PUBLIC PUBLIC - 5058-CO900H 2 Background Joint work with Czech Institute of Informatics, Robotics and
Portal Version 1 - User Manual
Portal Version 1 - User Manual V1.0 March 2016 Portal Version 1 User Manual V1.0 07. March 2016 Table of Contents 1 Introduction... 4 1.1 Purpose of the Document... 4 1.2 Reference Documents... 4 1.3 Terminology...
Using the Grid for the interactive workflow management in biomedicine. Andrea Schenone BIOLAB DIST University of Genova
Using the Grid for the interactive workflow management in biomedicine Andrea Schenone BIOLAB DIST University of Genova overview background requirements solution case study results background A multilevel
