UPDATE ON SCOPE-NOWCASTING. HLPP reference: 3.3. Executive summary

Size: px
Start display at page:

Download "UPDATE ON SCOPE-NOWCASTING. HLPP reference: 3.3. Executive summary"

Transcription

1 Prepared by WMO Agenda Item: E Discussed in Plenary UPDATE ON SCOPE-NOWCASTING HLPP reference: 3.3 Executive summary An update on the Sustained Coordinated Processing of Environmental Satellite Data for Nowcasting (SCOPE-Nowcasting) initiative is provided. SCOPE-Nowcasting aims at ensuring continuous and sustained provision of consistent, well-characterized satellite products for nowcasting and severe weather risk reduction. Recent progress includes Refinement of four Pilot Projects Identification of user requirements for basic nowcasting in the South-West Pacific Initialization of a volcanic ash retrieval algorithm intercomparison activity, building on the JMA testbed Further development of near real-time quantitative precipitation estimates through a webgis server First steps in harmonizing satellite-based aerosol optical depth products over Asia Development of two-year work plans within each of the Pilot Projects First meeting of the ad-hoc steering group for SCOPE-Nowcasting (19-22 November 2013) NOAA, EUMETSAT, CMA, JMA, KMA, and ESA all have nominated focal points to SCOPE-Nowcasting. Despite progress in all Pilots, continuing support by CGMS operators is critical for building the technical basis and the institutional commitments required to meet user needs for satellite-based nowcasting products. More on SCOPE-Nowcasting: Proposed Action: CGMS satellite operators to continue supporting the SCOPE-Nowcasting initiative for building the technical basis and committing on the delivery of satellite-based nowcasting products.

2 UPDATE ON SCOPE-NOWCASTING CGMS-42 WMO-WP-11 1 INTRODUCTION An update on the Sustained Coordinated Processing of Environmental Satellite Data for Nowcasting (SCOPE-Nowcasting) initiative is provided. SCOPE-Nowcasting aims at ensuring continuous and sustained provision of consistent, well-characterized satellite products for nowcasting and severe weather risk reduction. Subsequent to CGMS-41, briefings on SCOPE-Nowcasting were given at the 4th Asia-Oceania Meteorological Satellite Users Conference (Melbourne, Australia, 9-11 Oct 2013). A side event of the Conference focussed specifically on detailed nowcasting requirements of users in RA II and RA V. The first meeting of the ad-hoc SCOPE-Nowcasting Working Group was hosted by WMO in Geneva, Switzerland on Nov The meeting: discussed user requirements for nowcasting, such as from the WMO Severe Weather Forecasting Demonstration Projects (SWFDP), the research community (WWRP), volcanic ash centres and the aviation industry, and sand and dust product users; considered other drivers for nowcasting, such as the new generation of geostationary satellites, and distribution of software for generating nowcasting products; looked into options for facilitating the use of visualisation software by forecasters; held a joint session with the WMO/IUGG Volcanic Ash Scientific Advisory Group (VASAG), which endorsed the SCOPE-Nowcasting plans for Pilot Project 2 (Volcanic Ash); removed an earlier Pilot Project on generating real-time ocean products in the Indian Ocean, for reasons of eligibility (N.B.: the proposed activity by IMD can be carried out using EUMETSAT ocean products, without a need for international coordination through SCOPE- Nowcasting); developed work plans for each of the remaining four Pilot Projects; agreed on steps to formalize the ad-ho steering group. A website to document SCOPE-Nowcasting has been set up: 2 STATUS OF PILOT PROJECTS 2.1 Pilot Project 1 (Basic nowcasting) This PP focuses initially on RA II and RA V. In this Region, key user requirements as (i) low latency, (ii) consistency in product representation and data format, and (iii) low-volume products for users with limited bandwidth. Near-real time satellite imagery has proven critical for monitoring and predicting track and intensity of tropical cyclone Haiyan. JMA, CMA and KMA all look into possibilities to make basic imagery more readily available, and to generate consistent RGB products. It is planned to exploit the similarity of spectral imager channels of imagers on Himawari-8/9, GOES-R, FY-4A, GEO-KOMPSAT-2A for the generation of consistent products. The Australian BOM is investigating whether to host products from other providers, as single point of access for the SW Pacific, as part of their WIS Global Information System Centre (GISC) responsibility. 2 of 5

3 User feedback from Region V (South-West Pacific) To specify user requirements, project leads of the SWFDPs in RA II and RA V were contacted. The South-West Pacific project (SWFDDP in RA V) identified the following key satellite nowcasting products as required in the Region: Rapidly Developing Cumulus Area (RDCA); Cloud Top Pressure & Height; Cloud Top Temperature; Total Precipitable Water; Hurricane Intensity; Rainfall Rate. These products are part of the baseline products expected from GOES-R/Himawari-8/9. Users in RA V within the SWFDP project have had little experience with the standard RGB satellite composite products recommended by WMO, but expressed an interest in testing especially those related to air mass and convection. Further training events, through the VLab and otherwise, on these topics are planned with users in RA V to see their needs for nowcasting products met. The preferred distribution of satellite images and products should be through an external website that is accessed from a link within the intranet environment for the SWFDP project hosted by the New Zealand meteorological service (MetConnect Pacific). In terms of severe weather thresholds, the project identified: Heavy Rain (not associated with a tropical cyclone): 100mm+ in 24 hours Strong Winds (not associated with a tropical cyclone): 30kt+ Large waves (not associated with a TC): 2.5m+ north of 15S and 3.5m+ at/south of 15S Tropical cyclones that are expected to or already formed. Further iterations with the SWFDP user community will serve as guidance for the development of SCOPE-Nowcasting products for the Region. 2.2 Pilot Project 2 (Advanced nowcasting Volcanic ash) This Pilot aims at generating consistent volcanic ash products, in conjunction with the JMA testbed activity started through CGMS. Some actions have been taken to improve alert services to VAACs, such as satellite-based early warning services for volcanic ash and SO2 (as tracer). In addition, based on discussions at the first SCOPE-Nowcasting meeting and encouraged by the WMO/IUGG VASAG, it was decided to initialize a volcanic ash retrieval algorithm intercomparison activity, recognizing that No single satellite sensor is ideally suited for detecting and characterizing all types of volcanic clouds in a timely manner Different retrieval techniques provide different answers, and a multi-sensor approach appears most warranted There are many basic cloud retrieval challenges: multiple cloud layers (results in artifacts) with the same and/or different compositions, uncertainty in microphysical parameters (particle shape, index of refraction, etc ) 3 of 5

4 Measurement errors and artifacts need to be characterized and mitigated (calibration, noise, stray light, sensor degradation, striping, navigation errors, etc ) Interaction with operational users is required to develop product displays, and to communicate product uncertainty and caveats The intercomparison activity aims at (i) defining the spread in value of volcanic ash parameters of high user importance (mass loading, height, detection) and (ii) defining standardized volcanic cloud geophysical parameters relevant to VAAC and MWO operations, including units and associated quality flags, (iii) developing basic validation standards for these parameters, and (iv) developing a best practice guide for WMO Members. Case studies for this activity are close to being defined, and an organizing committee has been formed, with involvement by NOAA NESDIS, JMA, EUMETSAT, ESA, WMO, and scientific experts. A WMO-sponsored workshop will be held in week of 20 Oct 2014 in Madison WI, USA. It is planned to involve key scientists active in this area, as well as current and envisaged users in workshop, such as VAACs. JMA has been developing volcanic ash products for use in aviation services. Algorithms by JMA, EUMETSAT and NOAA NESDIS have been installed in the testbed, and preliminary intercomparisons have been carried out, for example in retrieving ash top height using the NOAA NESDIS and EUMETSAT algorithms. The intercomparison activity under this Pilot will use the JMA testbed. The volcanic ash inter-comparison effort is expected to benefit significantly from the example set by other intercomparison activities in the meteorological community, such as by the cloud remote sensing community through the CREW workshops. 2.3 Pilot Project 3 (Advanced nowcasting Precipitation / Severe Rainfall Risk Reduction) This Pilot aims at rapid, facilitated access to quantitative satellite-based precipitation estimates globally or for a given predefined region such as SWFDP regions (online through a webgis server hosted by INPE), using NASA and NOAA datasets and the HydroEstimator retrieval algorithm. Several components of the global precipitation product are developed under this pilot project and are planned to be ready by mid-2014: Real-time Precipitation Intensity (1 hour latency - 1 hour accumulation) Nowcasting of precipitation intensity (2 hours in advance with a possibility of 3 hours) using an observation forward tracking algorithm (ForTrACC technique) In the SCOPE-Nowcasting meeting, the need for quantified regional subsets of accumulated precipitation was highlighted. The following technical improvements to the online tool are planned in : Access and dissemination: WebGIS to export png image format with metadata for geolocation To include extra capabilities create bulletins of accumulated precipitation based on pre-defined regions of interest create iterative temporal evolution tool Quality control: Adherence to coding standard 4 of 5

5 Provisions for integration and sustainability: formal memorandum between NOAA and INPE for sustained provision of Hydroestimator. NASA does not have any formal commitment (it is not an operative service), however, with GPM project going on, the provision of this data is ensured Establish a facility for user feedback: through SWFDP projects and helpdesks Retrospective validation activities (not in real time) should be implemented in different regions (including SWFDP areas) to define uncertainty of the different products. Rain gauge data from those regions for a given time frame should be collected during the implementation phase. 2.4 Pilot Project 4 (Real-time Atmospheric Composition products) Activities in this Pilot focus on RA II, with CMA, JMA and KMA being the main providers. Monitoring sand and dust events is of particular importance in Asia, as demonstrated by a recent dust event around 23 April The Pilot was initialized recognizing that users of sand and dust satellite products, such as organizations in the WMO Sand and Dust Storm Warning Advisory and Assessment System (SDS-WAS), NMSs, environmental agencies and traffic agencies would benefit from harmonization in the following areas: Product content & format: Aerosol optical thickness, effective particle radius, column density, over land and ocean Sharing of validation data and techniques Operational status of products Such harmonization should encompass both current and future systems, given the similarity of imagers on the future Himawari-8 and FY-4A missions. Progress has so far been made in (i) using MODIS imagery to simulate aerosol products from the imager on Himawari-8, and (ii) in the exchange of ground-based validation data between CMA, JMA and KMA. For the latter, significant Asian dust events of recent years were identified, six events in Korean Peninsula and four events in Japan, and initial groundbased AOD data from sun photometry, and present satellite products are being exchanged among CMA, JMA and KMA. CMA gathered data from FY-2 and FY-3 for these cases. JMA provided ground-based AOD data and MTSAT products for the four events in Japan. 3 CONCLUSIONS Despite progress in all Pilots, continuing support by CGMS operators is critical for building the technical basis and the institutional commitments required to meet user needs for satellitebased nowcasting products. 5 of 5

Satellite Remote Sensing of Volcanic Ash

Satellite Remote Sensing of Volcanic Ash Marco Fulle www.stromboli.net Satellite Remote Sensing of Volcanic Ash Michael Pavolonis NOAA/NESDIS/STAR SCOPE Nowcasting 1 Meeting November 19 22, 2013 1 Outline Getty Images Volcanic ash satellite remote

More information

http://www.isac.cnr.it/~ipwg/

http://www.isac.cnr.it/~ipwg/ The CGMS International Precipitation Working Group: Experience and Perspectives Vincenzo Levizzani CNR-ISAC, Bologna, Italy and Arnold Gruber NOAA/NESDIS & Univ. Maryland, College Park, MD, USA http://www.isac.cnr.it/~ipwg/

More information

Scientific Progress and Recommendations from the International Volcanic Ash Task Force

Scientific Progress and Recommendations from the International Volcanic Ash Task Force Scientific Progress and Recommendations from the International Volcanic Ash Task Force Marianne Guffanti, USGS Larry Mastin, USGS Andrew Tupper, Australian Bureau of Meteorology Raul Romero, ICAO Peter

More information

Denis Botambekov 1, Andrew Heidinger 2, Andi Walther 1, and Nick Bearson 1

Denis Botambekov 1, Andrew Heidinger 2, Andi Walther 1, and Nick Bearson 1 Denis Botambekov 1, Andrew Heidinger 2, Andi Walther 1, and Nick Bearson 1 1 - CIMSS / SSEC / University of Wisconsin Madison, WI, USA 2 NOAA / NESDIS / STAR @ University of Wisconsin Madison, WI, USA

More information

Ensuring the Preparedness of Users: NOAA Satellites GOES R, JPSS Laura K. Furgione

Ensuring the Preparedness of Users: NOAA Satellites GOES R, JPSS Laura K. Furgione Ensuring the Preparedness of Users: NOAA Satellites GOES R, JPSS Laura K. Furgione U.S. Permanent Representative with the WMO Deputy Director, NOAA s s National Weather Service WMO Executive Council 65

More information

Overview of the IR channels and their applications

Overview of the IR channels and their applications Ján Kaňák Slovak Hydrometeorological Institute Jan.kanak@shmu.sk Overview of the IR channels and their applications EUMeTrain, 14 June 2011 Ján Kaňák, SHMÚ 1 Basics in satellite Infrared image interpretation

More information

An introduction to the Global Network of Regional/Specialized Satellite Centers (R/SSC) on Climate Monitoring

An introduction to the Global Network of Regional/Specialized Satellite Centers (R/SSC) on Climate Monitoring An introduction to the Global Network of Regional/Specialized Satellite Centers (R/SSC) on Climate Monitoring Lothar Schüller EUMETSAT Slide: 1 1. Introduction and Background 2. Goals of the Global R/SSC-CM

More information

The Virtual Laboratory for Satellite Training and Data Utilization

The Virtual Laboratory for Satellite Training and Data Utilization The Virtual Laboratory for Satellite Training and Data Utilization James F.W. Purdom Cooperative Institute for Research in the Atmosphere Colorado State University Fort Collins, Colorado purdom@cira.colostate.edu

More information

Night Microphysics RGB Nephanalysis in night time

Night Microphysics RGB Nephanalysis in night time Copyright, JMA Night Microphysics RGB Nephanalysis in night time Meteorological Satellite Center, JMA What s Night Microphysics RGB? R : B15(I2 12.3)-B13(IR 10.4) Range : -4 2 [K] Gamma : 1.0 G : B13(IR

More information

Outline of RGB Composite Imagery

Outline of RGB Composite Imagery Outline of RGB Composite Imagery Data Processing Division, Data Processing Department Meteorological Satellite Center (MSC) JMA Akihiro SHIMIZU 29 September, 2014 Updated 6 July, 2015 1 Contents What s

More information

NOAA Satellite Proving Ground Training and User Engagement

NOAA Satellite Proving Ground Training and User Engagement NOAA Satellite Proving Ground Training and User Engagement Tony Mostek and Brian Motta (NWS) Wendy Abshire (COMET) Update September 2012 VISIT Training Sessions in 2012 TROWAL Identification (winter weather

More information

Japan Meteorological Business Support Center (JMBSC)

Japan Meteorological Business Support Center (JMBSC) Japan Meteorological Business Support Center (JMBSC) The Japan Meteorological Business Support Center (JMBSC) is a general incorporated foundation* inaugurated in 1994, in accordance with the Meteorological

More information

International coordination for continuity and interoperability: a CGMS perspective

International coordination for continuity and interoperability: a CGMS perspective International coordination for continuity and interoperability: a CGMS perspective Peng Zhang, CGMS WG-III Co-Chair NSMC/CMA In Cooperation with Suzanne Hilding, CGMS WG-III Co-Chair OPPA/NESDIS/NOAA 1

More information

Calibration Event Logging Status and Plans

Calibration Event Logging Status and Plans Calibration Event Logging Status and Plans Presented to: CGMS-43 WGII/8 Paper: CGMS-43-EUMETSAT-WP-10 Outline Introduction Task Team on Calibration Event Logging Status WMO-OSCAR landing pages Towards

More information

Joint Polar Satellite System (JPSS)

Joint Polar Satellite System (JPSS) Joint Polar Satellite System (JPSS) John Furgerson, User Liaison Joint Polar Satellite System National Environmental Satellite, Data, and Information Service National Oceanic and Atmospheric Administration

More information

EUMETSAT Satellite Programmes

EUMETSAT Satellite Programmes EUMETSAT Satellite Programmes Nowcasting Applications Developing Countries Marianne König marianne.koenig@eumetsat.int WSN-12 Rio de Janeiro 06-10 August 2012 27 Member States & 4 Cooperating States Member

More information

Satellite User Readiness Navigation portal: Status and Development. (Submitted by the Secretariat) Summary and Purpose of Document

Satellite User Readiness Navigation portal: Status and Development. (Submitted by the Secretariat) Summary and Purpose of Document WORLD METEOROLOGICAL ORGANIZATION COMMISSION FOR BASIC SYSTEMS OPEN PROGRAMME AREA GROUP ON INTEGRATED OBSERVING SYSTEMS INTER-PROGRAMME EXPERT TEAM ON SATELLITE UTILIZATION AND PRODUCTS FIRST SESSION

More information

USING THE GOES 3.9 µm SHORTWAVE INFRARED CHANNEL TO TRACK LOW-LEVEL CLOUD-DRIFT WINDS ABSTRACT

USING THE GOES 3.9 µm SHORTWAVE INFRARED CHANNEL TO TRACK LOW-LEVEL CLOUD-DRIFT WINDS ABSTRACT USING THE GOES 3.9 µm SHORTWAVE INFRARED CHANNEL TO TRACK LOW-LEVEL CLOUD-DRIFT WINDS Jason P. Dunion 1 and Christopher S. Velden 2 1 NOAA/AOML/Hurricane Research Division, 2 UW/CIMSS ABSTRACT Low-level

More information

Climatology and Monitoring of Dust and Sand Storms in the Arabian Peninsula

Climatology and Monitoring of Dust and Sand Storms in the Arabian Peninsula Climatology and Monitoring of Dust and Sand Storms in the Arabian Peninsula Mansour Almazroui Center of Excellence for Climate Change Research (CECCR) King Abdulaziz University, Jeddah, Saudi Arabia E-mail:

More information

GRWG Web Meeting Meeting Nov. 25, 2008 Postponed to Dec. 16, 2008

GRWG Web Meeting Meeting Nov. 25, 2008 Postponed to Dec. 16, 2008 GRWG Web Meeting Nov. 25, 2008 Postponed to Dec. 16, 2008 Agenda Tips and questions of Web Meeting (Uz) Highlights instead of demonstration or training Update on Hierarchical ATBD (Hewison) Action from

More information

THE STRATEGIC PLAN OF THE HYDROMETEOROLOGICAL PREDICTION CENTER

THE STRATEGIC PLAN OF THE HYDROMETEOROLOGICAL PREDICTION CENTER THE STRATEGIC PLAN OF THE HYDROMETEOROLOGICAL PREDICTION CENTER FISCAL YEARS 2012 2016 INTRODUCTION Over the next ten years, the National Weather Service (NWS) of the National Oceanic and Atmospheric Administration

More information

Tropical Cyclogenesis Monitoring at RSMC Tokyo Mikio, Ueno Forecaster, Tokyo Typhoon Center Japan Meteorological Agency (JMA)

Tropical Cyclogenesis Monitoring at RSMC Tokyo Mikio, Ueno Forecaster, Tokyo Typhoon Center Japan Meteorological Agency (JMA) JMA/WMO Workshop on Effective Tropical Cyclone Warning in Southeast Asia 11 14 March, 2014 Tropical Cyclogenesis Monitoring at RSMC Tokyo Mikio, Ueno Forecaster, Tokyo Typhoon Center Japan Meteorological

More information

The Benefits and Challenges in Global Meteorological Satellite Data Sharing

The Benefits and Challenges in Global Meteorological Satellite Data Sharing The Benefits and Challenges in Global Meteorological Satellite Data Sharing Ninghai Sun and Fuzhong Weng Center for Satellite Applica0ons and Research Na0onal Oceanic and Atmospheric Administra0on Presented

More information

World Data Center for Remote Sensing of the Atmosphere, WDC-RSAT

World Data Center for Remote Sensing of the Atmosphere, WDC-RSAT World Data Center for Remote Sensing of the Atmosphere, WDC-RSAT Michael Bittner http://wdc.dlr.de Folie 1 WDC-RSAT Mission Provide a portal for free and simplified access to atmosphere related satellite

More information

Volcanic Ash Monitoring: Product Guide

Volcanic Ash Monitoring: Product Guide Doc.No. Issue : : EUM/TSS/MAN/15/802120 v1a EUMETSAT Eumetsat-Allee 1, D-64295 Darmstadt, Germany Tel: +49 6151 807-7 Fax: +49 6151 807 555 Date : 2 June 2015 http://www.eumetsat.int WBS/DBS : EUMETSAT

More information

Overview of Data Visualization Tools. (Submitted by the Secretariat) Summary and Purpose of Document

Overview of Data Visualization Tools. (Submitted by the Secretariat) Summary and Purpose of Document WORLD METEOROLOGICAL ORGANIZATION COMMISSION FOR BASIC SYSTEMS OPEN PROGRAMME AREA GROUP ON INTEGRATED OBSERVING SYSTEMS EXPERT TEAM ON SATELLITE UTILIZATION AND PRODUCTS SCOPE-Nowcasting Ad-hoc Steering

More information

RA II Pilot Project Newsletter

RA II Pilot Project Newsletter Vol. 3 No. 1, January 2012 RA II Pilot Project Newsletter DEVELOPING SUPPORT FOR NATIONAL METEOROLOGICAL AND HYDROLOGICAL SERVICES IN SATELLITE DATA, PRODUCTS AND TRAINING Contents of this issue Page 2011

More information

Science Goals for the ARM Recovery Act Radars

Science Goals for the ARM Recovery Act Radars DOE/SC-ARM-12-010 Science Goals for the ARM Recovery Act Radars JH Mather May 2012 DISCLAIMER This report was prepared as an account of work sponsored by the U.S. Government. Neither the United States

More information

Synoptic assessment of AMV errors

Synoptic assessment of AMV errors NWP SAF Satellite Application Facility for Numerical Weather Prediction Visiting Scientist mission report Document NWPSAF-MO-VS-038 Version 1.0 4 June 2009 Synoptic assessment of AMV errors Renato Galante

More information

RA II WIGOS Project Newsletter

RA II WIGOS Project Newsletter Vol. 6 No. 1, March 2015 RA II WIGOS Project Newsletter DEVELOPING SUPPORT FOR NATIONAL METEOROLOGICAL AND HYDROLOGICAL SERVICES IN SATELLITE DATA, PRODUCTS AND TRAINING Contents of this issue Page HimawariCast

More information

How To Understand Cloud Properties From Satellite Imagery

How To Understand Cloud Properties From Satellite Imagery P1.70 NIGHTTIME RETRIEVAL OF CLOUD MICROPHYSICAL PROPERTIES FOR GOES-R Patrick W. Heck * Cooperative Institute for Meteorological Satellite Studies, University of Wisconsin-Madison Madison, Wisconsin P.

More information

Nowcasting of significant convection by application of cloud tracking algorithm to satellite and radar images

Nowcasting of significant convection by application of cloud tracking algorithm to satellite and radar images Nowcasting of significant convection by application of cloud tracking algorithm to satellite and radar images Ng Ka Ho, Hong Kong Observatory, Hong Kong Abstract Automated forecast of significant convection

More information

WMO 7 International Workshop on Volcanic Ash, Anchorage, AK

WMO 7 International Workshop on Volcanic Ash, Anchorage, AK An algorithm for automated cloud pattern recognition and mass eruption rate estimation from umbrella cloud or downwind plume observed via satellite imagery 1 WMO 7 International Workshop on Volcanic Ash,

More information

1 In this report, "tropical cyclone (TC)" is used as a generic term that includes "low pressure area (LPA)", "tropical depression

1 In this report, tropical cyclone (TC) is used as a generic term that includes low pressure area (LPA), tropical depression Comparative Study on Organized Convective Cloud Systems detected through Early Stage Dvorak Analysis and Tropical Cyclones in Early Developing Stage in the Western North Pacific and the South China Sea

More information

ICAO Developments (Hazardous Weather Information)

ICAO Developments (Hazardous Weather Information) ICAO Developments (Hazardous Weather Information) USER NEEDS AND EXPECTATION IATA s viewpoint Harmonized information about hazardous meteorological conditions that may constrain operations along intended

More information

STAR Algorithm and Data Products (ADP) Beta Review. Suomi NPP Surface Reflectance IP ARP Product

STAR Algorithm and Data Products (ADP) Beta Review. Suomi NPP Surface Reflectance IP ARP Product STAR Algorithm and Data Products (ADP) Beta Review Suomi NPP Surface Reflectance IP ARP Product Alexei Lyapustin Surface Reflectance Cal Val Team 11/26/2012 STAR ADP Surface Reflectance ARP Team Member

More information

Environmental Data Services for Delaware:

Environmental Data Services for Delaware: Environmental Data Services for Delaware: Serving Emergency Responders, Planners, and Researchers Network Delaware Day November 6, 2013 Overview Operational Data Services More than just research DEOS and

More information

CGMS-36, NOAA-WP-14 Prepared by C. Cao Agenda Item: II/2 Discussed in WG II

CGMS-36, NOAA-WP-14 Prepared by C. Cao Agenda Item: II/2 Discussed in WG II Prepared by C. Cao Agenda Item: II/2 Discussed in WG II A Web-based Interface for Near Real-time Instrument Performance Monitoring In response to CGMS Action 35.18 (GSICS GCC to propose a web-based interface

More information

REMOTE SENSING OF CLOUD-AEROSOL RADIATIVE EFFECTS FROM SATELLITE DATA: A CASE STUDY OVER THE SOUTH OF PORTUGAL

REMOTE SENSING OF CLOUD-AEROSOL RADIATIVE EFFECTS FROM SATELLITE DATA: A CASE STUDY OVER THE SOUTH OF PORTUGAL REMOTE SENSING OF CLOUD-AEROSOL RADIATIVE EFFECTS FROM SATELLITE DATA: A CASE STUDY OVER THE SOUTH OF PORTUGAL D. Santos (1), M. J. Costa (1,2), D. Bortoli (1,3) and A. M. Silva (1,2) (1) Évora Geophysics

More information

A global Network of Regional ATOVS Retransmission Services (RARS)

A global Network of Regional ATOVS Retransmission Services (RARS) A global Network of Regional ATOVS Retransmission Services (RARS) Marie Dumont (WMO Space Programme) Anders Soerensen (EUMETSAT) Jérôme Lafeuille (WMO Space Programme) Outline Definition and historical

More information

Best practices for RGB compositing of multi-spectral imagery

Best practices for RGB compositing of multi-spectral imagery Best practices for RGB compositing of multi-spectral imagery User Service Division, EUMETSAT Introduction Until recently imagers on geostationary satellites were limited to 2-3 spectral channels, i.e.

More information

NASA s Big Data Challenges in Climate Science

NASA s Big Data Challenges in Climate Science NASA s Big Data Challenges in Climate Science Tsengdar Lee, Ph.D. High-end Computing Program Manager NASA Headquarters Presented at IEEE Big Data 2014 Workshop October 29, 2014 1 2 7-km GEOS-5 Nature Run

More information

A Project to Create Bias-Corrected Marine Climate Observations from ICOADS

A Project to Create Bias-Corrected Marine Climate Observations from ICOADS A Project to Create Bias-Corrected Marine Climate Observations from ICOADS Shawn R. Smith 1, Mark A. Bourassa 1, Scott Woodruff 2, Steve Worley 3, Elizabeth Kent 4, Simon Josey 4, Nick Rayner 5, and Richard

More information

Implementation Guidance of Aeronautical Meteorological Forecaster Competency Standards

Implementation Guidance of Aeronautical Meteorological Forecaster Competency Standards Implementation Guidance of Aeronautical Meteorological Forecaster Competency Standards The following guidance is supplementary to the AMP competency Standards endorsed by Cg-16 in Geneva in May 2011. Implicit

More information

NOAA Direct Broadcast Real-Time Network: Current Status and Plans for Delivering Sounder Data to DRARS

NOAA Direct Broadcast Real-Time Network: Current Status and Plans for Delivering Sounder Data to DRARS NOAA Direct Broadcast Real-Time Network: Current Status and Plans for Delivering Sounder Data to DRARS Liam Gumley (NOAA DB Demonstration Technical Manager), Bruce Flynn, Heath Skarlupka, David Santek,

More information

End to End Multi Hazard Early Warning Systems By Curt Barrett Hydrometeorological Consultant

End to End Multi Hazard Early Warning Systems By Curt Barrett Hydrometeorological Consultant End to End Multi Hazard Early Warning Systems By Curt Barrett Hydrometeorological Consultant Disaster Risk Management- East Asia and Pacific Experts Roundtable on Urban Flood Risk Management March 17,

More information

2015 Global Risk Assessment. Sahar Safaie Program Officer, UNISDR Risk Knowledge Section

2015 Global Risk Assessment. Sahar Safaie Program Officer, UNISDR Risk Knowledge Section 2015 Global Risk Assessment Sahar Safaie Program Officer, UNISDR Risk Knowledge Section Outline Global Assessment Report (GAR) evolution Global Risk Assessment for GAR15 Objective Scope Audience/Users

More information

Proposals of Summer Placement Programme 2015

Proposals of Summer Placement Programme 2015 Proposals of Summer Placement Programme 2015 Division Project Title Job description Subject and year of study required A2 Impact of dual-polarization Doppler radar data on Mathematics or short-term related

More information

Focus Group Proposal Whitepaper. ASR Quantification of Uncertainty in Cloud Retrievals (QUICR) Focus Group

Focus Group Proposal Whitepaper. ASR Quantification of Uncertainty in Cloud Retrievals (QUICR) Focus Group Focus Group Proposal Whitepaper ASR Quantification of Uncertainty in Cloud Retrievals (QUICR) Focus Group Mission Statement The mission of the ASR Quantification of Uncertainty in Cloud Retrievals (QUICR)

More information

Re: Ex Parte submission in IB Docket No. 12 340; RM 11681 Petition for Rulemaking to Allocate the 1675 1680 MHz band for Terrestrial Mobile Use

Re: Ex Parte submission in IB Docket No. 12 340; RM 11681 Petition for Rulemaking to Allocate the 1675 1680 MHz band for Terrestrial Mobile Use American Meteorological Society 45 Beacon Street Boston, MA 02108 National Weather Association 3100 Monitor Avenue, Suite 123 Norman, OK 73072 1 March 2016 Federal Communications Commission Ms. Marlene

More information

Satellite Products and Dissemination: Visualization and Data Access

Satellite Products and Dissemination: Visualization and Data Access Satellite Products and Dissemination: Visualization and Data Access Gregory Leptoukh GES DISC, NASA GSFC Dana Ostrenga GES DISC, NASA GSFC Introduction The Goddard Earth Sciences Data and Information Services

More information

Passive and Active Microwave Remote Sensing of Cold-Cloud Precipitation : Wakasa Bay Field Campaign 2003

Passive and Active Microwave Remote Sensing of Cold-Cloud Precipitation : Wakasa Bay Field Campaign 2003 Passive and Active Microwave Remote Sensing of Cold-Cloud Precipitation : Wakasa Bay Field Campaign 3 Benjamin T. Johnson,, Gail Skofronick-Jackson 3, Jim Wang 3, Grant Petty jbenjam@neptune.gsfc.nasa.gov

More information

On the use of Synthetic Satellite Imagery to Evaluate Numerically Simulated Clouds

On the use of Synthetic Satellite Imagery to Evaluate Numerically Simulated Clouds On the use of Synthetic Satellite Imagery to Evaluate Numerically Simulated Clouds Lewis D. Grasso (1) Cooperative Institute for Research in the Atmosphere, Fort Collins, Colorado Don Hillger NOAA/NESDIS/STAR/RAMMB,

More information

Authors and Affiliations Kristopher Bedka 1, Cecilia Wang 1, Ryan Rogers 2, Larry Carey 2, Wayne Feltz 3, and Jan Kanak 4

Authors and Affiliations Kristopher Bedka 1, Cecilia Wang 1, Ryan Rogers 2, Larry Carey 2, Wayne Feltz 3, and Jan Kanak 4 1. Title Slide Title: Analysis of the Co-Evolution of Total Lightning, Ground-Based Radar-Derived Fields, and GOES-14 1-Minute Super Rapid Scan Satellite Observations of Deep Convective Cloud Tops Authors

More information

DATA ACCESS AT EUMETSAT

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

More information

Basic Climatological Station Metadata Current status. Metadata compiled: 30 JAN 2008. Synoptic Network, Reference Climate Stations

Basic Climatological Station Metadata Current status. Metadata compiled: 30 JAN 2008. Synoptic Network, Reference Climate Stations Station: CAPE OTWAY LIGHTHOUSE Bureau of Meteorology station number: Bureau of Meteorology district name: West Coast State: VIC World Meteorological Organization number: Identification: YCTY Basic Climatological

More information

MSG-SEVIRI cloud physical properties for model evaluations

MSG-SEVIRI cloud physical properties for model evaluations Rob Roebeling Weather Research Thanks to: Hartwig Deneke, Bastiaan Jonkheid, Wouter Greuell, Jan Fokke Meirink and Erwin Wolters (KNMI) MSG-SEVIRI cloud physical properties for model evaluations Cloud

More information

A Microwave Retrieval Algorithm of Above-Cloud Electric Fields

A Microwave Retrieval Algorithm of Above-Cloud Electric Fields A Microwave Retrieval Algorithm of Above-Cloud Electric Fields Michael J. Peterson The University of Utah Chuntao Liu Texas A & M University Corpus Christi Douglas Mach Global Hydrology and Climate Center

More information

Overview of progress towards a data quality assurance strategy to facilitate interoperability. WGCV May 27 th, 2009

Overview of progress towards a data quality assurance strategy to facilitate interoperability. WGCV May 27 th, 2009 Overview of progress towards a data quality assurance strategy to facilitate interoperability WGCV May 27 th, 2009 Overview Origin of QA4EO and current status What QA4EO is and what is not Key Guidelines

More information

Saharan Dust Aerosols Detection Over the Region of Puerto Rico

Saharan Dust Aerosols Detection Over the Region of Puerto Rico 1 Saharan Dust Aerosols Detection Over the Region of Puerto Rico ARLENYS RAMÍREZ University of Puerto Rico at Mayagüez, P.R., 00683. Email:arlenys.ramirez@upr.edu ABSTRACT. Every year during the months

More information

NATIONAL MARINE FISHERIES SERVICE INSTRUCTION 04-108-03 December 16, 2004

NATIONAL MARINE FISHERIES SERVICE INSTRUCTION 04-108-03 December 16, 2004 Department of Commerce National Oceanic & Atmospheric Administration National Marine Fisheries Service NATIONAL MARINE FISHERIES SERVICE INSTRUCTION 04-108-03 December 16, 2004 Science and Technology Information

More information

Studying cloud properties from space using sounder data: A preparatory study for INSAT-3D

Studying cloud properties from space using sounder data: A preparatory study for INSAT-3D Studying cloud properties from space using sounder data: A preparatory study for INSAT-3D Munn V. Shukla and P. K. Thapliyal Atmospheric Sciences Division Atmospheric and Oceanic Sciences Group Space Applications

More information

Meteorological Forecasting of DNI, clouds and aerosols

Meteorological Forecasting of DNI, clouds and aerosols Meteorological Forecasting of DNI, clouds and aerosols DNICast 1st End-User Workshop, Madrid, 2014-05-07 Heiner Körnich (SMHI), Jan Remund (Meteotest), Marion Schroedter-Homscheidt (DLR) Overview What

More information

Precipitation Remote Sensing

Precipitation Remote Sensing Precipitation Remote Sensing Huade Guan Prepared for Remote Sensing class Earth & Environmental Science University of Texas at San Antonio November 14, 2005 Outline Background Remote sensing technique

More information

IMPROVING AEROSOL DISTRIBUTIONS

IMPROVING AEROSOL DISTRIBUTIONS IMPROVING AEROSOL DISTRIBUTIONS BY ASSIMILATING SATELLITE- RETRIEVED CLOUD DROPLET NUMBER AND AEROSOL OPTICAL DEPTH Pablo Saide 1, G. Carmichael 1, S. Spak 1, P. Minnis 2, K. Ayers 2, Z. Liu 3, H.C. Lin

More information

New challenges of water resources management: Title the future role of CHy

New challenges of water resources management: Title the future role of CHy New challenges of water resources management: Title the future role of CHy by Bruce Stewart* Karl Hofius in his article in this issue of the Bulletin entitled Evolving role of WMO in hydrology and water

More information

Climate Models: Uncertainties due to Clouds. Joel Norris Assistant Professor of Climate and Atmospheric Sciences Scripps Institution of Oceanography

Climate Models: Uncertainties due to Clouds. Joel Norris Assistant Professor of Climate and Atmospheric Sciences Scripps Institution of Oceanography Climate Models: Uncertainties due to Clouds Joel Norris Assistant Professor of Climate and Atmospheric Sciences Scripps Institution of Oceanography Global mean radiative forcing of the climate system for

More information

Satellite remote sensing using AVHRR, ATSR, MODIS, METEOSAT, MSG

Satellite remote sensing using AVHRR, ATSR, MODIS, METEOSAT, MSG Satellite remote sensing using AVHRR, ATSR, MODIS, METEOSAT, MSG Ralf Meerkötter, Luca Bugliaro, Knut Dammann, Gerhard Gesell, Christine König, Waldemar Krebs, Hermann Mannstein, Bernhard Mayer, presented

More information

Caribbean Catastrophe Risk Insurance Facility (CCRIF)

Caribbean Catastrophe Risk Insurance Facility (CCRIF) CCRIF/Swiss Re Excess Rainfall Product A Guide to Understanding the CCRIF/Swiss Re Excess Rainfall Product Published by: Caribbean Catastrophe Risk Insurance Facility (CCRIF) Contact: Caribbean Risk Managers

More information

The Global Distribution of Mineral Dust

The Global Distribution of Mineral Dust The Global Distribution of Mineral Dust Ina Tegen Leibniz Institute for f r Tropospheric ric Research, Leipzig, Germany Barcelona, November 07, 2007 Dust Effects Role of dust in global climate forcing

More information

16 th IOCCG Committee annual meeting. Plymouth, UK 15 17 February 2011. mission: Present status and near future

16 th IOCCG Committee annual meeting. Plymouth, UK 15 17 February 2011. mission: Present status and near future 16 th IOCCG Committee annual meeting Plymouth, UK 15 17 February 2011 The Meteor 3M Mt satellite mission: Present status and near future plans MISSION AIMS Satellites of the series METEOR M M are purposed

More information

Preliminary advances in Climate Risk Management in China Meteorological Administration

Preliminary advances in Climate Risk Management in China Meteorological Administration Preliminary advances in Climate Risk Management in China Meteorological Administration Gao Ge Guayaquil,Ecuador, Oct.2011 Contents China Framework of Climate Service Experience in Climate/disaster risk

More information

ANALYSIS OF DATA EXCHANGE PROBLEMS IN GLOBAL ATMOSPHERIC AND HYDROLOGICAL NETWORKS SUMMARY REPORT 1. June 2004

ANALYSIS OF DATA EXCHANGE PROBLEMS IN GLOBAL ATMOSPHERIC AND HYDROLOGICAL NETWORKS SUMMARY REPORT 1. June 2004 ANALYSIS OF DATA EXCHANGE PROBLEMS IN GLOBAL ATMOSPHERIC AND HYDROLOGICAL NETWORKS SUMMARY REPORT 1 June 2004 Global Climate Observing System (GCOS) Secretariat 1 This summary report is based on a study

More information

Update on EUMETSAT ocean colour services. Ewa J. Kwiatkowska

Update on EUMETSAT ocean colour services. Ewa J. Kwiatkowska Update on EUMETSAT ocean colour services Ewa J. Kwiatkowska 1 st International Ocean Colour Science meeting, 6 8 May, 2013 EUMETSAT space data provider for operational oceanography Operational data provider

More information

Clouds and the Energy Cycle

Clouds and the Energy Cycle August 1999 NF-207 The Earth Science Enterprise Series These articles discuss Earth's many dynamic processes and their interactions Clouds and the Energy Cycle he study of clouds, where they occur, and

More information

ESA Climate Change Initiative contributing to the Global Space-based Architecture for Climate Monitoring

ESA Climate Change Initiative contributing to the Global Space-based Architecture for Climate Monitoring ESA Climate Change Initiative contributing to the Global Space-based Architecture for Climate Monitoring Pascal Lecomte Head of the ESA Climate Office ESA/ECSAT Global Space-based Architecture for Climate

More information

Brian Motta NOAA National Weather Service Office of Climate, Water, and Weather Services Forecast Decision Training Branch Boulder, Colorado

Brian Motta NOAA National Weather Service Office of Climate, Water, and Weather Services Forecast Decision Training Branch Boulder, Colorado Brian Motta NOAA National Weather Service Office of Climate, Water, and Weather Services Forecast Decision Training Branch Boulder, Colorado 1 1) Definitions: Outreach, Education, Training 2) GOES R Program

More information

Suomi / NPP Mission Applications Workshop Meeting Summary

Suomi / NPP Mission Applications Workshop Meeting Summary Suomi / NPP Mission Applications Workshop Meeting Summary Westin City Center, Washington, DC June 21-22, 2012 Draft Report (updated March 12, 2013) I. Background The Suomi National Polar- orbiting Partnership

More information

TECHNICAL REPORTS. Authors: Tatsuhiro Noguchi* and Takaaki Ishikawa*

TECHNICAL REPORTS. Authors: Tatsuhiro Noguchi* and Takaaki Ishikawa* Application and Evaluation of Observation Data by Advanced Microwave Scanning Radiometer 2 Achievement of World s Top-Class Microwave Radiometer AMSR Series Authors: Tatsuhiro Noguchi* and Takaaki Ishikawa*

More information

Driving Earth Systems Collaboration across the Pacific

Driving Earth Systems Collaboration across the Pacific Driving Earth Systems Collaboration across the Pacific Tim F. Pugh Centre for Australian Weather and Climate Research Australian Bureau of Meteorology What s our business? Earth System Science Study of

More information

NASA's Strategy and Activities in Server Side Analytics

NASA's Strategy and Activities in Server Side Analytics NASA's Strategy and Activities in Server Side Analytics Tsengdar Lee, Ph.D. High-end Computing Program Manager NASA Headquarters Presented at the ESGF/UVCDAT Conference Lawrence Livermore National Laboratory

More information

DEVELOPMENT OF TRAINING PROGRAMME FOR TECHNICAL STAFF PROVIDING METEOROLOGICAL SERVICES FOR AIR NAVIGATION

DEVELOPMENT OF TRAINING PROGRAMME FOR TECHNICAL STAFF PROVIDING METEOROLOGICAL SERVICES FOR AIR NAVIGATION SWAZIALAND CIVIL AVIATION AUTHORITY Advisory Circular CAA-AC-MET 003A June 2014 DEVELOPMENT OF TRAINING PROGRAMME FOR TECHNICAL STAFF PROVIDING METEOROLOGICAL SERVICES FOR AIR NAVIGATION 1.0 PURPOSE 1.1.

More information

Review of Project Objectives

Review of Project Objectives Review of Project Objectives Folkert Boersma KNMI (Co-ordinator) Jan-Peter Muller UCL (Co-ordinator, Land) Page 1 j.muller@ucl.ac.uk Version: 03.03.2014 5. WP4 Harmonised ECV retrievals & records QA4ECV

More information

GOES-R AWG Cloud Team: ABI Cloud Height

GOES-R AWG Cloud Team: ABI Cloud Height GOES-R AWG Cloud Team: ABI Cloud Height June 8, 2010 Presented By: Andrew Heidinger 1 1 NOAA/NESDIS/STAR 1 Outline Executive Summary Algorithm Description ADEB and IV&V Response Summary Requirements Specification

More information

Agenda Northeast Regional Operational Workshop XIV Albany, New York Tuesday, December 10, 2013

Agenda Northeast Regional Operational Workshop XIV Albany, New York Tuesday, December 10, 2013 Agenda Northeast Regional Operational Workshop XIV Albany, New York Tuesday, December 10, 2013 10:00 am Welcoming Remarks Raymond G. O Keefe, Meteorologist In Charge Warren R. Snyder, Science & Operations

More information

GSICS Working Group on Data Management

GSICS Working Group on Data Management GSICS Working Group on Data Management Chair Report Volker Gärtner volker.gaertner@eumetsat.int lide: 1 GDWG Chair report, 19 February 2008 Topics for GDWG-II Discussion GSICS Cooperation Servers Data

More information

Scholar: Elaina R. Barta. NOAA Mission Goal: Climate Adaptation and Mitigation

Scholar: Elaina R. Barta. NOAA Mission Goal: Climate Adaptation and Mitigation Development of Data Visualization Tools in Support of Quality Control of Temperature Variability in the Equatorial Pacific Observed by the Tropical Atmosphere Ocean Data Buoy Array Abstract Scholar: Elaina

More information

The Future of Marine Weather Forecasting

The Future of Marine Weather Forecasting The Future of Marine Weather Forecasting Joe Sienkiewicz Chief, Ocean Applications Branch www.opc.ncep.noaa.gov 1 11/16/2010 ASTA 2010, Long Beach, CA Outline Ocean Prediction Center Graphical Product

More information

Chapter 2 False Alarm in Satellite Precipitation Data

Chapter 2 False Alarm in Satellite Precipitation Data Chapter 2 False Alarm in Satellite Precipitation Data Evaluation of satellite precipitation algorithms is essential for future algorithm development. This is why many previous studies are devoted to the

More information

COMPUTING CLOUD MOTION USING A CORRELATION RELAXATION ALGORITHM Improving Estimation by Exploiting Problem Knowledge Q. X. WU

COMPUTING CLOUD MOTION USING A CORRELATION RELAXATION ALGORITHM Improving Estimation by Exploiting Problem Knowledge Q. X. WU COMPUTING CLOUD MOTION USING A CORRELATION RELAXATION ALGORITHM Improving Estimation by Exploiting Problem Knowledge Q. X. WU Image Processing Group, Landcare Research New Zealand P.O. Box 38491, Wellington

More information

A SURVEY OF CLOUD COVER OVER MĂGURELE, ROMANIA, USING CEILOMETER AND SATELLITE DATA

A SURVEY OF CLOUD COVER OVER MĂGURELE, ROMANIA, USING CEILOMETER AND SATELLITE DATA Romanian Reports in Physics, Vol. 66, No. 3, P. 812 822, 2014 ATMOSPHERE PHYSICS A SURVEY OF CLOUD COVER OVER MĂGURELE, ROMANIA, USING CEILOMETER AND SATELLITE DATA S. STEFAN, I. UNGUREANU, C. GRIGORAS

More information

History of satellites, and implications for hurricanes monitoring and forecasting

History of satellites, and implications for hurricanes monitoring and forecasting History of satellites, and implications for hurricanes monitoring and forecasting Pat Fitzpatrick Mississippi State University With assistance from Lisa Fitzpatrick 1 Precursor to U.S. Weather Satellite

More information

TOPIC: CLOUD CLASSIFICATION

TOPIC: CLOUD CLASSIFICATION INDIAN INSTITUTE OF TECHNOLOGY, DELHI DEPARTMENT OF ATMOSPHERIC SCIENCE ASL720: Satellite Meteorology and Remote Sensing TERM PAPER TOPIC: CLOUD CLASSIFICATION Group Members: Anil Kumar (2010ME10649) Mayank

More information

VALIDATION OF SAFNWC / MSG CLOUD PRODUCTS WITH ONE YEAR OF SEVIRI DATA

VALIDATION OF SAFNWC / MSG CLOUD PRODUCTS WITH ONE YEAR OF SEVIRI DATA VALIDATION OF SAFNWC / MSG CLOUD PRODUCTS WITH ONE YEAR OF SEVIRI DATA M.Derrien 1, H.Le Gléau 1, Jean-François Daloze 2, Martial Haeffelin 2 1 Météo-France / DP / Centre de Météorologie Spatiale. BP 50747.

More information

SLSTR Breakout Summary - Gary Corlett (22/03/2012)

SLSTR Breakout Summary - Gary Corlett (22/03/2012) SLSTR Breakout Summary - Gary Corlett (22/03/2012) [Updated 16/04/2012 with post meeting comments from Gorm Dybkjær, Simon hook and David Meldrum] The breakout session started with a clean slate and identified

More information

NASA Earth System Science: Structure and data centers

NASA Earth System Science: Structure and data centers SUPPLEMENT MATERIALS NASA Earth System Science: Structure and data centers NASA http://nasa.gov/ NASA Mission Directorates Aeronautics Research Exploration Systems Science http://nasascience.nasa.gov/

More information

NCDC s SATELLITE DATA, PRODUCTS, and SERVICES

NCDC s SATELLITE DATA, PRODUCTS, and SERVICES **** NCDC s SATELLITE DATA, PRODUCTS, and SERVICES Satellite data and derived products from NOAA s satellite systems are available through the National Climatic Data Center. The two primary systems are

More information

EVALUATING SOLAR ENERGY PLANTS TO SUPPORT INVESTMENT DECISIONS

EVALUATING SOLAR ENERGY PLANTS TO SUPPORT INVESTMENT DECISIONS EVALUATING SOLAR ENERGY PLANTS TO SUPPORT INVESTMENT DECISIONS Author Marie Schnitzer Director of Solar Services Published for AWS Truewind October 2009 Republished for AWS Truepower: AWS Truepower, LLC

More information

SATELLITE IMAGES IN ENVIRONMENTAL DATA PROCESSING

SATELLITE IMAGES IN ENVIRONMENTAL DATA PROCESSING SATELLITE IMAGES IN ENVIRONMENTAL DATA PROCESSING Magdaléna Kolínová Aleš Procházka Martin Slavík Prague Institute of Chemical Technology Department of Computing and Control Engineering Technická 95, 66

More information