Sentinel 2 Image Delivery Platform
|
|
- Phoebe Beasley
- 6 years ago
- Views:
Transcription
1 Sentinel 2 Image Delivery Platform Forest Industry Informatics - SCION Sam Damesin, Grant Pearse, Ralf Gommers, Andrew Gordon, Jonathan Dash March 2017
2 Imagine
3 Currently not possible National natural resource descriptions are inadequate on a national scale: Frequently not spatial Of insufficient resolution Incomplete Out of date Difficult and expensive to acquire This leads to poor decision making, inefficiency, lost productivity and reduced profit.
4 New technologies provide opportunities New satellites Sentinel 2A (2015) and 2B ( ) European Space Agency Free access Multi-spectral with 13 bands Spatial resolution up to 10 m Covering NZ every 5 days
5 New technologies provide opportunities New satellites Sentinel 2A (2015) and 2B ( ) European Space Agency Free access Multi-spectral with 13 bands Spatial resolution up to 10 m Covering NZ every 5 days BUT There is no easy mechanism to access, process, and store this imagery.
6 Project details & Context
7 This project: proof of concept Objectives: Deliver imagery in an easy-to-use manner for forestry companies and scientists Enable further processing and analysis Compatible with existing tools and workflow Gauge interest for future development Technical information: Build with Python and GDAL (Geospatial Data Abstraction Library) for pre-processing steps Cloud infrastructure: 2-3 servers on Amazon AWS, S3 storage Use GeoServer WMS (Web Map Service) for publishing
8 Automated data processing pipeline 1. Download Get imagery for NZ Only cloud free 0-40% 2. Pre-process 4 bands Red, Green, Blue and NIR For every collection day Reprojection and multibands mosaic 3. Publish (WMS) Daily mosaic (capture day) With gaps Monthly most recent mosaic No gaps Not ready yet! 4. Analyze Apply cutover detection algorithm as a proof of concept
9 The longer term vision 1. Data capture Sentinel 2A and 2B 3. Storage and access Cataloguing Access esa 2. Pre-Processing Automated download Radiometric correction Ortho correction Cloud mask Mosaicing 4. Processing Classification Texture Spectral Indices
10 Potential derived products & users Digital Surface and Terrain model NDVI Natural forests Exotic forests Yields, age, species classification Local and central government Forest owners (large and small) Consultants Wood processors Log buyers Iwi Researchers Change detection
11 Web Map Service
12 Server hosting High bandwidth cloud server on Amazon Web Service (EC2) Layers storage on Amazon Web Service (S3) GeoServer Web Mapping Service Open source, standard
13 Easy access
14 Example
15 Example
16 Land classification & cutover detection
17 Datasets Sentinel 2 imagery Central North Island 3 dates: Nov Dec Feb bands at 10m resolution: Red, Blue, Green Near Infra-Red
18 Datasets Sentinel 2 imagery Central North Island 3 dates: Nov Dec Feb bands at 10m resolution: Red, Blue, Green Near Infra-Red 2 study sites
19 Step 1: Machine learning training Python code Supervised machine learning Random forest classifier 5 classes: Clouds Grassland/Farmland Harvested area Forested area: young tree Forested area: mature tree
20 Step 2: Machine learning classification November 2016
21 Step 2: Machine learning classification November 2016
22 Step 2: Machine learning classification December 2016
23 Step 2: Machine learning classification February 2017
24 Step 3: study sites
25 Step 3: study sites
26 Cutover detection application, validation Accuracy validation Manual definition of validation subset (see polygons on the right) Manual classes assignment 98% accuracy for this subset
27 Cutover detection application Band importance for the classification Band 1 (Red) importance: 31% Band 3 (Blue) importance: 24% Band 4 (NIR) importance: 22% Band 2 (Green) importance: 21% Successfully classify 5 classes on a small dataset Clouds Grassland/Farmland Harvested area Forested area: young tree Forested area: mature tree
28 Conclusion and next steps
29 Current status Operational prototype system Automatic pre-processing and storage Daily mosaic of cloud free New Zealand (sensing day) Between 0 and 40% cloud coverage Bands: Red, Green, Blue and NIR at 10m resolution Gaps for cloudy area Monthly up to date mosaic (not ready yet!) No gaps: most recent images used Hosted on Amazon Web Service using GeoServer Published via Web Map Service (standard service) Easily accessible via ArcGIS, QGIS and other GIS software
30 Future work Internal use for current and future research work, potentially new product development Potentially further develop cutover detection algorithm Seeking feedback from industry on: Level of interest who would access it? What products are of interest? Pathway to support ongoing access?
31 Acknowledgements Michael Watt, Bryan Graham: approval and funding Jonathan Dash, Grant Pearse: idea and active participation Andrew Gordon, Ralf Gommers: technical inputs
32 Prosperity from trees Mai i te ngahere oranga Scion is the trading name of the New Zealand Forest Research Institute Limited
An Inverse Evaluation of Netflix Architecture Using ATAM
An Inverse Evaluation of Netflix Architecture Using ATAM Stefan Toth @st_toth; st@embarc.de Conceptual Flow of the ATAM http://www.sei.cmu.edu/architecture/tools/evaluate/atam.cfm Inverse ATAM http://www.sei.cmu.edu/architecture/tools/evaluate/atam.cfm
More informationConnected Industry and Enterprise Role of AI, IoT and Geospatial Technology. Vijay Kumar, CTO ESRI India
Connected Industry and Enterprise Role of AI, IoT and Geospatial Technology Vijay Kumar, CTO ESRI India Agenda: 1 2 3 4 Understanding IoT IoT component and deployment patterns ArcGIS Geospatial Platform
More informationPresented by: David J. Crain, GeoMetWatch ITSC-18, Meteo France, Toulouse, March 21,
Presented by: David J. Crain, GeoMetWatch ITSC-18, Meteo France, Toulouse, March 21, 2012 435-757-6257 1 ITSC Acknowledgement GeoMetWatch is a true child of the ITSC The leadership, fellowship and support
More informationTHEOS available for European Users
THEOS available for European Users 15 th GeoCAP Conference Damrongrit Niammuad d.niammuad@eoc.gistda.or.th, +66 38 400 090 15th GeoCAP, November 18-20, 2009 Taormina, Italy 1 Outlines THEOS INTRODUCTION
More informationUpdate on Antenna Elevation Pattern Estimation from Rain Forest Data
Update on Antenna Elevation Pattern Estimation from Rain Forest Data Manfred Zink ENVISAT Programme, ESA-ESTEC Keplerlaan 1, 2200 AG, Noordwijk The Netherlands Tel: +31 71565 3038, Fax: +31 71565 3191
More informationThe Art of Low-Cost IoT Solutions
The Art of Low-Cost IoT Solutions 13 June 2017 By Igor Ilunin, DataArt www.dataart.com 2017 DataArt Contents Executive Summary... 3 Introduction... 3 The Experiment... 3 The Setup... 4 Analysis / Calculations...
More informationEnabling editors through machine learning
Meta Follow Meta is an AI company that provides academics & innovation-driven companies with powerful views of t Dec 9, 2016 9 min read Enabling editors through machine learning Examining the data science
More informationVISUAL RADIO PRODUCTION FOR SPORT EVENTS
VISUAL RADIO PRODUCTION FOR SPORT EVENTS Mathias Coinchon, Michael Barroco European Broadcasting Union, Media Technology&Innovation - Switzerland ABSTRACT Most modern radio receiving devices but also cars,
More informationMusic Genre Classification and Variance Comparison on Number of Genres
Music Genre Classification and Variance Comparison on Number of Genres Miguel Francisco, miguelf@stanford.edu Dong Myung Kim, dmk8265@stanford.edu 1 Abstract In this project we apply machine learning techniques
More informationNeural Network Predicating Movie Box Office Performance
Neural Network Predicating Movie Box Office Performance Alex Larson ECE 539 Fall 2013 Abstract The movie industry is a large part of modern day culture. With the rise of websites like Netflix, where people
More informationOpen the Door to GIS. Teacher s Edition. Toni Fisher
Open the Door to GIS Teacher s Edition Toni Fisher About this Sample This sample contains Chapter 4, Treasure Hunt, from Open the Door to GIS. The Teacher s Edition of the book contains two extra sections:
More informationFAQ s DTT 1. What is DTT? 2. What is the difference between terrestrial television and satellite television?
FAQ s ABOUT DTT 1. What is DTT? - DTT stands for Digital Terrestrial Television or Digital Terrestrial Transmission. It refers to the broadcasting of terrestrial television in a digital format. Currently,
More informationNDIA Army Science and Technology Conference EWA Government Systems, Inc.
NDIA Army Science and Technology Conference EWA Government Systems, Inc. PITCH DECK Biologically-Inspired Processor for Ultra-Low Power Audio and Video Surveillance Applications Presented by Lester Foster
More informationFlexible High Speed Recording. Wideband recording of IF & RF signals
Flexible High Speed Recording Wideband recording of IF & RF signals Recording Wideband Signals Recording signals is important in many application areas, both in the lab and in the field. By recording data
More informationHOW TO DELIVER OMNICHANNEL CUSTOMER ENGAGEMENT, TODAY! , Genesys Telecommunications Laboratories, Inc. All rights reserved.
HOW TO DELIVER OMNICHANNEL CUSTOMER ENGAGEMENT, TODAY! 1 1 2016, Genesys Telecommunications Laboratories, Inc. All rights reserved. AGENDA Why omnichannel customer engagement The vision and path to success
More informationCase Study: Netflix Big Data Automating. the Video Delivery Business. Megan Bell. Spring 2017
Case Study: Netflix Big Data Automating the Video Delivery Business 1 Case Study: Netflix Big Data Automating the Video Delivery Business Megan Bell Spring 2017 Case Study: Netflix Big Data Automating
More informationOECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Section
OECD COMMUNICATIONS OUTLOOK 2001 Broadcasting Section Country: NEW ZEALAND Date completed: 1 September 2000 Broadcasting s available BROADCASTING 1. Please provide details of the broadcasting and cable
More informationITU-T Y Specific requirements and capabilities of the Internet of things for big data
I n t e r n a t i o n a l T e l e c o m m u n i c a t i o n U n i o n ITU-T Y.4114 TELECOMMUNICATION STANDARDIZATION SECTOR OF ITU (07/2017) SERIES Y: GLOBAL INFORMATION INFRASTRUCTURE, INTERNET PROTOCOL
More informationDetecting Musical Key with Supervised Learning
Detecting Musical Key with Supervised Learning Robert Mahieu Department of Electrical Engineering Stanford University rmahieu@stanford.edu Abstract This paper proposes and tests performance of two different
More informationBase, Pulse, and Trace File Reference Guide
Base, Pulse, and Trace File Reference Guide Introduction This document describes the contents of the three main files generated by the Pacific Biosciences primary analysis pipeline: bas.h5 (Base File,
More informationWHAT MAKES FOR A HIT POP SONG? WHAT MAKES FOR A POP SONG?
WHAT MAKES FOR A HIT POP SONG? WHAT MAKES FOR A POP SONG? NICHOLAS BORG AND GEORGE HOKKANEN Abstract. The possibility of a hit song prediction algorithm is both academically interesting and industry motivated.
More informationColor Management Strategies for Packaging
Color Management Strategies for Packaging Jan De Roeck Esko April 17 th 2013 Barcelona 17-APR-13 1 Agenda 1. Color is Emotion 2. Color Communication 3. Color Reproduction 4. A Customer Case 5. Key Take
More informationR&S VENICE On air. 24/7.
R&S VENICE On air. 24/7. www.rohde-schwarz.com/venice We proudly present our new R&S VENICE Control Play View Maintenance VDCP and FIMS Different applications and protocols for every possible workflow
More informationProject Summary EPRI Program 1: Power Quality
Project Summary EPRI Program 1: Power Quality April 2015 PQ Monitoring Evolving from Single-Site Investigations. to Wide-Area PQ Monitoring Applications DME w/pq 2 Equating to large amounts of PQ data
More informationIKONOS Ground Segment Interoperability & Experiences after 6+ Years of Operations
IKONOS Ground Segment Interoperability & Experiences after 6+ Years of Operations George Ellis, European Space Imaging GSCB Workshop, ESA/ESRIN Frascati IKONOS Mission status Launch Owned by Operational
More informationMultiSpec Tutorial: Visualizing Growing Degree Day (GDD) Images. In this tutorial, the MultiSpec image processing software will be used to:
MultiSpec Tutorial: Background: This tutorial illustrates how MultiSpec can me used for handling and analysis of general geospatial images. The image data used in this example is not multispectral data
More informationGS122-2L. About the speakers:
Dan Leighton DL Consulting Andrea Bell GS122-2L A growing number of utilities are adapting Autodesk Utility Design (AUD) as their primary design tool for electrical utilities. You will learn the basics
More informationGIS and Cemeteries. Why make a map of a cemetery? Knowing what you own Knowing who is interred in the cemetery and where Historical Research
GIS and Cemeteries Eric Wilson Why make a map of a cemetery? Knowing what you own Knowing who is interred in the cemetery and where Historical Research Stewardship Assessing Value Informed decision making
More informationSatellite Interference The Causes, Effects and Mitigation. Steve Good Global Director, Customer Solutions Engineering
Satellite Interference The Causes, Effects and Mitigation Steve Good Global Director, Customer Solutions Engineering Agenda The Causes The Effects Tools Overview of I³ and Satellite Operator Initiative
More informationINTRODUCTION OF INTERNET OF THING TECHNOLOGY BASED ON PROTOTYPE
Jurnal Informatika, Vol. 14, No. 1, Mei 2017, 47-52 ISSN 1411-0105 / e-issn 2528-5823 DOI: 10.9744/informatika.14.1.47-52 INTRODUCTION OF INTERNET OF THING TECHNOLOGY BASED ON PROTOTYPE Anthony Sutera
More informationNew Technologies: 4G/LTE, IOTs & OTTS WORKSHOP
New Technologies: 4G/LTE, IOTs & OTTS WORKSHOP EACO Title: LTE, IOTs & OTTS Date: 13 th -17 th May 2019 Duration: 5 days Location: Kampala, Uganda Course Description: This Course is designed to: Give an
More informationBrand Color Predictability in the Packaging Supply Chain. Giovanni Vigone Esko ERA Packaging and Decorative Conference 5-NOV-13 - Novara
Brand Color Predictability in the Packaging Supply Chain Giovanni Vigone Esko ERA Packaging and Decorative Conference 5-NOV-13 - Novara 1 Color by the numbers Color is Emotion Color Communication Color
More informationG4500. Portable Power Quality Analyser. Energy Efficiency through power quality
G4500 Portable Power Quality Analyser Energy Efficiency through power quality The BlackBox portable series power quality analyser takes power quality monitoring to a whole new level by using the revolutionary
More informationModule 8 VIDEO CODING STANDARDS. Version 2 ECE IIT, Kharagpur
Module 8 VIDEO CODING STANDARDS Lesson 24 MPEG-2 Standards Lesson Objectives At the end of this lesson, the students should be able to: 1. State the basic objectives of MPEG-2 standard. 2. Enlist the profiles
More information-Technical Specifications-
Annex I to Contract 108733 NL-Petten: the delivery, installation, warranty and maintenance of one (1) X-ray computed tomography system at the JRC-IET -Technical Specifications- INTRODUCTION In the 7th
More informationWhite Paper : Achieving synthetic slow-motion in UHDTV. InSync Technology Ltd, UK
White Paper : Achieving synthetic slow-motion in UHDTV InSync Technology Ltd, UK ABSTRACT High speed cameras used for slow motion playback are ubiquitous in sports productions, but their high cost, and
More informationMonitoring of deforestation and forest degradation using remote sensing techniques for REDD policy implementation
25-27 June 2008, UNFCCC REDD Workshop in Tokyo Monitoring of deforestation and forest degradation using remote sensing techniques for REDD policy implementation Forestry and Forest Products Research Institute
More informationScopus. Advanced research tips and tricks. Massimiliano Bearzot Customer Consultant Elsevier
1 Scopus Advanced research tips and tricks Massimiliano Bearzot Customer Consultant Elsevier m.bearzot@elsevier.com October 12 th, Universitá degli Studi di Genova Agenda TITLE OF PRESENTATION 2 What content
More informationINTERNATIONAL TELECOMMUNICATION UNION SPECIFICATIONS OF MEASURING EQUIPMENT
INTERNATIONAL TELECOMMUNICATION UNION CCITT O.150 THE INTERNATIONAL (10/92) TELEGRAPH AND TELEPHONE CONSULTATIVE COMMITTEE SPECIFICATIONS OF MEASURING EQUIPMENT DIGITAL TEST PATTERNS FOR PERFORMANCE MEASUREMENTS
More informationUnderstanding Compression Technologies for HD and Megapixel Surveillance
When the security industry began the transition from using VHS tapes to hard disks for video surveillance storage, the question of how to compress and store video became a top consideration for video surveillance
More informationITU-T Y.4552/Y.2078 (02/2016) Application support models of the Internet of things
I n t e r n a t i o n a l T e l e c o m m u n i c a t i o n U n i o n ITU-T TELECOMMUNICATION STANDARDIZATION SECTOR OF ITU Y.4552/Y.2078 (02/2016) SERIES Y: GLOBAL INFORMATION INFRASTRUCTURE, INTERNET
More informationIntroduction to Computer Graphics
Introduction to Computer Graphics R. J. Renka Department of Computer Science & Engineering University of North Texas 01/16/2010 Introduction Computer Graphics is a subfield of computer science concerned
More informationSodern recent development in the design and verification of the passive polarization scramblers for space applications
Sodern recent development in the design and verification of the passive polarization scramblers for space applications M. Richert, G. Dubroca, D. Genestier, K. Ravel, M. Forget, J. Caron and J.L. Bézy
More informationgresearch Focus Cognitive Sciences
Learning about Music Cognition by Asking MIR Questions Sebastian Stober August 12, 2016 CogMIR, New York City sstober@uni-potsdam.de http://www.uni-potsdam.de/mlcog/ MLC g Machine Learning in Cognitive
More informationAutotask Integration Guide
Autotask Integration Guide Updated May 2015 - i - Welcome to Autotask Why integrate Autotask with efolder? Autotask is all-in-one web-based Professional Services Automation (PSA) software designed to help
More informationECE Real Time Embedded Systems Final Project. Speeding Detecting System
ECE 7220 Real Time Embedded Systems Final Project Speeding Detecting System By Hancheng Wu Abstract Speeding is one of the most common reasons that lead to traffic accidents. This project implements a
More informationRSNA 2006 November 26 to December 1 Chicago. Guest author for ImPACT Dr. Koos Geleijns, Medical Physicist, Leiden University Medical Center.
RSNA 2006 November 26 to December 1 Chicago Guest author for ImPACT Dr. Koos Geleijns, Medical Physicist, Leiden University Medical Center. Once again, more than 60,000 participants (including professional
More informationSKY NETWORK TELEVISION. John Fellet CEO Jason Hollingworth - CFO 27 February 2007
SKY NETWORK TELEVISION John Fellet CEO Jason Hollingworth - CFO 27 February 2007 Jun-06 Subscribers 700,000 600,000 500,000 400,000 300,000 200,000 100,000 0 Jun-05 Jun-04 Jun-03 Jun-02 Jun-01 Jun-00 Jun-99
More informationTechnology Cycles in AV. An Industry Insight Paper
An Industry Insight Paper How History Is Repeating Itself and What it Means to You Since the beginning of video, people have been demanding more. Consumers and professionals want their video to look more
More informationHighly Adaptable Satellite (HYLAS): A Platform for Advanced Broadband Applications
Highly Adaptable Satellite (HYLAS): A Platform for Advanced Broadband Applications Contents 1. Background 2. Mission Overview 3. Satellite Platform 4. Payload 5. Ground Segment and Applications 6. Current
More informationApproaches to synchronize vision, motion and robotics
Approaches to synchronize vision, motion and robotics Martin Stefik, National Instruments Long-Term Track Record of Growth Revenue: $1.23 billion in 2015 Global Operations: Approximately 7,400 employees;
More informationChord Classification of an Audio Signal using Artificial Neural Network
Chord Classification of an Audio Signal using Artificial Neural Network Ronesh Shrestha Student, Department of Electrical and Electronic Engineering, Kathmandu University, Dhulikhel, Nepal ---------------------------------------------------------------------***---------------------------------------------------------------------
More informationCie L*48.57 a* b* Covering the World. Solutions for paint and coatings color management
Cie L*48.57 a* 75.62 b* 57.58 Covering the World Solutions for paint and coatings color management Color is a Difference Maker Whether establishing a corporate identity, a brand, a new product, color has
More informationR&S CA210 Signal Analysis Software Offline analysis of recorded signals and wideband signal scenarios
CA210_bro_en_3607-3600-12_v0200.indd 1 Product Brochure 02.00 Radiomonitoring & Radiolocation R&S CA210 Signal Analysis Software Offline analysis of recorded signals and wideband signal scenarios 28.09.2016
More informationTotal Solar Irradiance Data for the CERES Climate Record
Total Solar Irradiance Data for the CERES Climate Record David P. Kratz 1, Shashi K. Gupta 2, Anne C. Wilber 2, Victor E. Sothcott 2 1 NASA Langley Research Center 2 Science Systems and Applications, Inc.
More informationThe contribution of UNIFE: NGTC and STARS projects. Peter Gurník Technical Affairs Manager
The contribution of UNIFE: NGTC and STARS projects Peter Gurník Technical Affairs Manager Who we are UNIFE represents the European Rail Supply Industry (rolling stock, infrastructure, sub-systems and signalling)
More informationAn Impact Analysis of Features in a Classification Approach to Irony Detection in Product Reviews
Universität Bielefeld June 27, 2014 An Impact Analysis of Features in a Classification Approach to Irony Detection in Product Reviews Konstantin Buschmeier, Philipp Cimiano, Roman Klinger Semantic Computing
More informationIntegrated Marine Observing System NCRIS 2013 Facility/Sub-facility Project Plan (period July 2013 to June 2015)
Integrated Marine Observing System NCRIS 2013 Facility/Sub-facility Project Plan (period July 2013 to June 2015) Overview: IMOS Facility 6 National mooring network (ANMN) Sub-facility ANMN 6c Southern
More informationThe Internet-of-Things For Biodiversity
The Internet-of-Things For Biodiversity Adam T. Drobot Wayne, PA 19087 Outline What: About IoT Aspects of IoT Key ingredients Dealing with Complexity The basic ingredients for IoT Examples of IoT that
More informationEdgeX Foundry. Facilitating IoT Interoperability by Extending Cloud Native Principles to the Edge GLOBAL SPONSORS
EdgeX Foundry Facilitating IoT Interoperability by Extending Cloud Native Principles to the Edge GLOBAL SPONSORS The IoT requires architecting from Edge to Core to Cloud EDGE/FIELD FOG CLOUD SECURITY MANAGEABILITY
More informationMHP. First outing for. at IFA 99. Introduction
EBU Technical Review : No. 282 (March 2000) MHP First outing for at IFA 99 Institut für Rundfunktechchnik () The together with a group of representatives from DVB, the EBU, public and private broadcasters,
More informationArcGIS Server Implementation for the City of Westfield
ArcGIS Server Implementation for the City of Westfield Eric Becker & Leane Welsh Westfield Public Works Department (WPWD) February 20, 2008 Westfield Public Works Department ArcGIS Server Implementation
More informationCOMPLETE TISSUE PRODUCTION IMPROVEMENT SYSTEM
COMPLETE TISSUE PRODUCTION IMPROVEMENT SYSTEM Improving Tissue & Converting Machine Efficiency by detecting Defects, reducing Web Breaks and creating Value Don t miss what you can t see! Reduce web breaks
More informationFLIR Daylight and Thermal Surveillance (P/T/Z) Multi-Sensor systems
FLIR Daylight and Thermal Surveillance (P/T/Z) Multi-Sensor systems Item No. 1 Specifications Required Daylight and Thermal Surveillance (P/T/Z) Multi-Sensor (cooled) systems SMC 3500 x 3 sets Required
More informationAgenda minutes each
Agenda 5-10 minutes each Demo Area Ultra HD Primer & Overview of the Current Situation Philip Lelyveld USC Entertainment Technology Center 6/24/14 Source: What Is 4K TV?, MARCH 10, 2014, www.tomsguide.com
More informationDistortion Analysis Of Tamil Language Characters Recognition
www.ijcsi.org 390 Distortion Analysis Of Tamil Language Characters Recognition Gowri.N 1, R. Bhaskaran 2, 1. T.B.A.K. College for Women, Kilakarai, 2. School Of Mathematics, Madurai Kamaraj University,
More informationHigh Efficiency Video coding Master Class. Matthew Goldman Senior Vice President TV Compression Technology Ericsson
High Efficiency Video coding Master Class Matthew Goldman Senior Vice President TV Compression Technology Ericsson Video compression evolution High Efficiency Video Coding (HEVC): A new standardized compression
More informationDigital Cinema Specification. Agenda
Digital Cinema Specification Jerry Pierce, Universal Pictures NAB 2005 4/16/05 1 Agenda Short E-Cinema discussion Historical (?) view of the Path to Digital Cinema Why does the spec make sense? The DCI
More informationCreating Your Self-Storage Security Program: Tools and Practices
Creating Your Self-Storage Security Program: Tools and Practices Presented by Hani Elgebaly, CEO AvidBeam Michael Gutmann, Owner, Reed Market Storage 0.60 0.56 RMS Customer Profile 0.50 0.40 0.30 0.20
More information1:4 VGA Hub EXT-VGA-144 USER S MANUAL.
1:4 VGA Hub EXT-VGA-144 USER S MANUAL www.gefen.com ASKING FOR ASSISTANCE Technical Support: Telephone (818) 772-9100 (800) 545-6900 Fax (818) 772-9120 Technical Support Hours: 8:00 AM to 5:00 PM Monday
More informationGarfield Chickens Out: His 61st Book By Jim Davis
Garfield Chickens Out: His 61st Book By Jim Davis Noté 0.0/5. Retrouvez Garfield Chickens Out: His 61st Book et des millions de livres en stock sur Amazon.fr. Achetez neuf ou d'occasion Garfield Chickens
More informationCan Song Lyrics Predict Genre? Danny Diekroeger Stanford University
Can Song Lyrics Predict Genre? Danny Diekroeger Stanford University danny1@stanford.edu 1. Motivation and Goal Music has long been a way for people to express their emotions. And because we all have a
More informationINTEGRATION, PROCESSING AND RECORDING OF AIRBORNE HIGH RESOLUTION SENSOR IMAGES
INTEGRATION, PROCESSING AND RECORDING OF AIRBORNE HIGH RESOLUTION SENSOR IMAGES Hans Brandtberg Saab AB, Electronic Defence Systems, Avionics Division October 2010 INTRODUCTION Onboard high resolution
More informationAutomatic Construction of Synthetic Musical Instruments and Performers
Ph.D. Thesis Proposal Automatic Construction of Synthetic Musical Instruments and Performers Ning Hu Carnegie Mellon University Thesis Committee Roger B. Dannenberg, Chair Michael S. Lewicki Richard M.
More informationJust a T.A.D. (Traffic Analysis Drone)
Just a T.A.D. (Traffic Analysis Drone) Senior Design Project 2017: Cumulative Design Review 1 Meet the Team Cyril Caparanga (CSE) Alex Dunyak (CSE) Christopher Barbeau (CSE) Matthew Shin (CSE) 2 System
More informationAlcatel-Lucent 5620 Service Aware Manager. Unified management of IP/MPLS and Carrier Ethernet networks and the services they deliver
Alcatel-Lucent 5620 Service Aware Manager Unified management of IP/MPLS and Carrier Ethernet networks and the services they deliver [The Alcatel-Lucent 5620 SAM] was the most cost-effective and the shortest
More informationhit), and assume that longer incidental sounds (forest noise, water, wind noise) resemble a Gaussian noise distribution.
CS 229 FINAL PROJECT A SOUNDHOUND FOR THE SOUNDS OF HOUNDS WEAKLY SUPERVISED MODELING OF ANIMAL SOUNDS ROBERT COLCORD, ETHAN GELLER, MATTHEW HORTON Abstract: We propose a hybrid approach to generating
More informationWhite Paper Customized IPTV Setups with TVCaster Server Appliances
White Paper Customized IPTV Setups with TVCaster Server Appliances Copyright 2018 by GMIT GmbH, Berlin, Germany TVCaster by GMIT represents the next generation of IPTV server appliances. TVCaster is a
More informationAgilent 87075C Multiport Test Set Product Overview
Agilent 87075C Multiport Test Set Product Overview A complete 75 ohm system for cable TV device manufacturers Now, focus on testing, not reconnecting! For use with the Agilent 8711 C-Series of network
More informationP10.10 IMPROVEMENTS TO THE NATIONAL WEATHER RADAR TESTBED RADAR CONTROL INTERFACE
P10.10 IMPROVEMENTS TO THE NATIONAL WEATHER RADAR TESTBED RADAR CONTROL INTERFACE David L. Priegnitz 1, P.L. Heinselman 2, S. M. Torres 1, and R. Adams 1 1 Cooperative Institute for Mesoscale Meteorological
More informationCOUNTRY REPORT. National Library of Cambodia for the CDNLAO Meeting on 7. May.2007
COUNTRY REPORT National Library of Cambodia for the CDNLAO Meeting on 7. May.2007 National Library: The National Library of Cambodia ( NLC) was established by Royal Ordinance in 1921. In the centre of
More informationFROM: CITY MANAGER DEPARTMENT: ADMINISTRATIVE SERVICES SUBJECT: COST ANALYSIS AND TIMING FOR INTERNET BROADCASTING OF COUNCIL MEETINGS
TO: HONORABLE CITY COUNCIL FROM: CITY MANAGER DEPARTMENT: ADMINISTRATIVE SERVICES DATE: FEBRUARY 3, 2003 CMR: 131:03 SUBJECT: COST ANALYSIS AND TIMING FOR INTERNET BROADCASTING OF COUNCIL MEETINGS RECOMMENDATION
More informationA Discussion Paper and Blueprint
ABettorEdge in association with Punting Form Affordable, Accurate and Informative Sectional Timing A Discussion Paper and Blueprint Copyright 2014 - ABettorEdge Pty Ltd Page 1 of 11 Table of Contents 1
More informationjsymbolic 2: New Developments and Research Opportunities
jsymbolic 2: New Developments and Research Opportunities Cory McKay Marianopolis College and CIRMMT Montreal, Canada 2 / 30 Topics Introduction to features (from a machine learning perspective) And how
More informationSAMSUNG HOSPITALITY DISPLAYS
HE694 HE694 Hospitality Solution Offers Easy IP Migration to Elevate Guest Entertainment Experience HIGHLIGHTS Simplified solution for IP-migration by building IP services into existing coax infrastructure
More informationITU-T Y Functional framework and capabilities of the Internet of things
I n t e r n a t i o n a l T e l e c o m m u n i c a t i o n U n i o n ITU-T Y.2068 TELECOMMUNICATION STANDARDIZATION SECTOR OF ITU (03/2015) SERIES Y: GLOBAL INFORMATION INFRASTRUCTURE, INTERNET PROTOCOL
More informationAchieve Accurate Critical Display Performance With Professional and Consumer Level Displays
Achieve Accurate Critical Display Performance With Professional and Consumer Level Displays Display Accuracy to Industry Standards Reference quality monitors are able to very accurately reproduce video,
More informationFAQs by Jack C Tutorials about Remote Sensing Science and Geospatial Information Technologies
C: DIAGNOSTIC PRODUCTS FOR SURFACE REFLECTANCE IMAGES Like Frequently Asked Questions, a question is posed, e.g., C1. How Do I Make a Mask (MK) Raster? Then, an answer is given 1 with comments and opinions.
More informationIntelligent Monitoring Software IMZ-RS300. Series IMZ-RS301 IMZ-RS304 IMZ-RS309 IMZ-RS316 IMZ-RS332 IMZ-RS300C
Intelligent Monitoring Software IMZ-RS300 Series IMZ-RS301 IMZ-RS304 IMZ-RS309 IMZ-RS316 IMZ-RS332 IMZ-RS300C Flexible IP Video Monitoring With the Added Functionality of Intelligent Motion Detection With
More informationThe whole picture. Seamlessly connecting your media world
The whole picture Seamlessly connecting your media world BT Media & Broadcast 3 Who we are As one of the world s leading providers of media services, see what we can do for you. From content acquisition
More informationThe Pathway To Ultrabroadband Networks: Lessons From Consumer Behavior
The Pathway To Ultrabroadband Networks: Lessons From Consumer Behavior John Carey Fordham Business Schools Draft This paper begins with the premise that a major use of ultrabroadband networks in the home
More informationFunny Factuals & Documentaries. Sponsorship Opportunity
Funny Factuals & Documentaries Sponsorship Opportunity Sky 1 Channel Insight Sky 1 The home of fresh, feel-good, family entertainment Pillars 1 2 3 Feel-good: Bold, uplifting entertainment that s full
More informationOUR CONSULTATION PROCESS WITH YOU
OUR CONSULTATION PROCESS WITH YOU OneMusic Australia is consulting with you and would like to hear what you think. If you use music in your dance school, performance school, or are an instructor of either,
More informationIERC Standardization Challenges. Standards for an Internet of Things. 3 and 4 July 2014, ETSI HQ (Sophia Antipolis)
www.internet-of-things-research.eu Standardization Challenges Standards for an Internet of Things 3 and 4 July 2014, ETSI HQ (Sophia Antipolis) Workshop co-organized by EC DG Connect and ETSI Dr. Ovidiu
More informationCase study TeleZüri goes tapeless with
TeleZüri goes tapeless with Rohde & Schwarz DVS technology At a glance TeleZüri, Switzerland s most successful regional TV station, has switched from tape-based operations to file-based workflows. At the
More informationContinued Development of the Look-up-table (LUT) Methodology for Interpretation of Remotely Sensed Ocean
Continued Development of the Look-up-table (LUT) Methodology for Interpretation of Remotely Sensed Ocean Curtis D. Mobley Sequoia Scientific, Inc. 2700 Richards Road, Suite 107 Bellevue, WA 98005 phone:
More informationSERVICE DESCRIPTION VIDENS SD-WAN SERVICE MANAGEMENT
VERSION 2.1 MARCH 2018 SERVICE DESCRIPTION VIDENS SD-WAN SERVICE MANAGEMENT TABLE OF CONTENTS 1 Videns SD-WAN Service Management overview... 3 2 Customer benefits... 3 3 Service levels... 3 4 Deliverables...
More informationReconstruction of Ca 2+ dynamics from low frame rate Ca 2+ imaging data CS229 final project. Submitted by: Limor Bursztyn
Reconstruction of Ca 2+ dynamics from low frame rate Ca 2+ imaging data CS229 final project. Submitted by: Limor Bursztyn Introduction Active neurons communicate by action potential firing (spikes), accompanied
More informationIn this submission, Ai Group s comments focus on four key areas relevant to the objectives of this review:
26 March 2015 Mr Joe Sheehan Manager, Services and Regulation Section - Media Branch Department of Communications GPO Box 2154 CANBERRA ACT 2601 Dear Mr Sheehan, DIGITAL TELEVISION REGULATION REVIEW The
More informationSOUTH AFRICA BROADCASTING DIGITAL MIGRATION (BDM) A Z. the doc
GODIGITAL SOUTH AFRICA BROADCASTING DIGITAL MIGRATION (BDM) A Z the doc The Department of Communications (DoC) developed the Go DIGITAL South Africa booklet to educate, inform and create awareness about
More information